{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Effect of Aerosols in a Tropical Atmosphere"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = ['/Users/vonw/work/courses/2019-2020/fall/CE543/CE543-Remote-Sensing/RRTM/aerosols/AOD0.00/',\n",
    "      '/Users/vonw/work/courses/2019-2020/fall/CE543/CE543-Remote-Sensing/RRTM/aerosols/AOD0.25/',\n",
    "      '/Users/vonw/work/courses/2019-2020/fall/CE543/CE543-Remote-Sensing/RRTM/aerosols/AOD0.50/',\n",
    "      '/Users/vonw/work/courses/2019-2020/fall/CE543/CE543-Remote-Sensing/RRTM/aerosols/AOD0.75/',\n",
    "      '/Users/vonw/work/courses/2019-2020/fall/CE543/CE543-Remote-Sensing/RRTM/aerosols/AOD1.00/']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "names = ['level', 'pressure', 'UpwardFlux', 'DifDownFlux', 'DirDownFlux', 'DownwardFlux', 'NetFlux', 'HeatingRate']\n",
    "aod0_00 = pd.DataFrame(loadtxt(ds[0]+'OUTPUT_RRTM'), columns=names)\n",
    "aod0_25 = pd.DataFrame(loadtxt(ds[1]+'OUTPUT_RRTM'), columns=names)\n",
    "aod0_50 = pd.DataFrame(loadtxt(ds[2]+'OUTPUT_RRTM'), columns=names)\n",
    "aod0_75 = pd.DataFrame(loadtxt(ds[3]+'OUTPUT_RRTM'), columns=names)\n",
    "aod1_00 = pd.DataFrame(loadtxt(ds[4]+'OUTPUT_RRTM'), columns=names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>level</th>\n",
       "      <th>pressure</th>\n",
       "      <th>UpwardFlux</th>\n",
       "      <th>DifDownFlux</th>\n",
       "      <th>DirDownFlux</th>\n",
       "      <th>DownwardFlux</th>\n",
       "      <th>NetFlux</th>\n",
       "      <th>HeatingRate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.06485</td>\n",
       "      <td>130.5739</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>684.6693</td>\n",
       "      <td>684.6693</td>\n",
       "      <td>554.095455</td>\n",
       "      <td>0.00000</td>\n",
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       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.17000</td>\n",
       "      <td>130.5455</td>\n",
       "      <td>0.1116</td>\n",
       "      <td>681.2199</td>\n",
       "      <td>681.3315</td>\n",
       "      <td>550.786005</td>\n",
       "      <td>25.26587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>11.0</td>\n",
       "      <td>21.57000</td>\n",
       "      <td>130.9357</td>\n",
       "      <td>1.8737</td>\n",
       "      <td>665.3021</td>\n",
       "      <td>667.1758</td>\n",
       "      <td>536.240096</td>\n",
       "      <td>6.01799</td>\n",
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       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>102.00000</td>\n",
       "      <td>129.0469</td>\n",
       "      <td>8.3051</td>\n",
       "      <td>648.4162</td>\n",
       "      <td>656.7213</td>\n",
       "      <td>527.674465</td>\n",
       "      <td>0.89873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>245.00000</td>\n",
       "      <td>123.5407</td>\n",
       "      <td>18.4895</td>\n",
       "      <td>626.7476</td>\n",
       "      <td>645.2371</td>\n",
       "      <td>521.696476</td>\n",
       "      <td>0.35284</td>\n",
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       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>375.50000</td>\n",
       "      <td>118.3510</td>\n",
       "      <td>26.4081</td>\n",
       "      <td>597.2780</td>\n",
       "      <td>623.6862</td>\n",
       "      <td>505.335220</td>\n",
       "      <td>1.05814</td>\n",
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       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>489.90000</td>\n",
       "      <td>113.7939</td>\n",
       "      <td>32.4190</td>\n",
       "      <td>567.1216</td>\n",
       "      <td>599.5405</td>\n",
       "      <td>485.746582</td>\n",
       "      <td>1.44477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>6.0</td>\n",
       "      <td>630.70000</td>\n",
       "      <td>108.2966</td>\n",
       "      <td>38.7626</td>\n",
       "      <td>529.6977</td>\n",
       "      <td>568.4603</td>\n",
       "      <td>460.163709</td>\n",
       "      <td>1.53289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>712.40000</td>\n",
       "      <td>105.2327</td>\n",
       "      <td>41.9513</td>\n",
       "      <td>508.5467</td>\n",
       "      <td>550.4979</td>\n",
       "      <td>445.265255</td>\n",
       "      <td>1.53928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>4.0</td>\n",
       "      <td>802.90000</td>\n",
       "      <td>102.1160</td>\n",
       "      <td>45.0676</td>\n",
       "      <td>484.0072</td>\n",
       "      <td>529.0748</td>\n",
       "      <td>426.958743</td>\n",
       "      <td>1.70735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>3.0</td>\n",
       "      <td>851.70000</td>\n",
       "      <td>100.6047</td>\n",
       "      <td>46.5777</td>\n",
       "      <td>470.9183</td>\n",
       "      <td>517.4960</td>\n",
       "      <td>416.891318</td>\n",
       "      <td>1.74112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>2.0</td>\n",
       "      <td>902.90000</td>\n",
       "      <td>99.1429</td>\n",
       "      <td>48.0485</td>\n",
       "      <td>458.1753</td>\n",
       "      <td>506.2238</td>\n",
       "      <td>407.080875</td>\n",
       "      <td>1.61538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>1.0</td>\n",
       "      <td>956.70000</td>\n",
       "      <td>97.8087</td>\n",
       "      <td>49.4640</td>\n",
       "      <td>445.6096</td>\n",
       "      <td>495.0736</td>\n",
       "      <td>397.264905</td>\n",
       "      <td>1.54162</td>\n",
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       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1013.00000</td>\n",
       "      <td>96.7839</td>\n",
       "      <td>50.8010</td>\n",
       "      <td>433.1184</td>\n",
       "      <td>483.9193</td>\n",
       "      <td>387.135458</td>\n",
       "      <td>1.51778</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "    level    pressure  UpwardFlux  DifDownFlux  DirDownFlux  DownwardFlux  \\\n",
       "0    13.0     0.06485    130.5739       0.0000     684.6693      684.6693   \n",
       "1    12.0     1.17000    130.5455       0.1116     681.2199      681.3315   \n",
       "2    11.0    21.57000    130.9357       1.8737     665.3021      667.1758   \n",
       "3    10.0   102.00000    129.0469       8.3051     648.4162      656.7213   \n",
       "4     9.0   245.00000    123.5407      18.4895     626.7476      645.2371   \n",
       "5     8.0   375.50000    118.3510      26.4081     597.2780      623.6862   \n",
       "6     7.0   489.90000    113.7939      32.4190     567.1216      599.5405   \n",
       "7     6.0   630.70000    108.2966      38.7626     529.6977      568.4603   \n",
       "8     5.0   712.40000    105.2327      41.9513     508.5467      550.4979   \n",
       "9     4.0   802.90000    102.1160      45.0676     484.0072      529.0748   \n",
       "10    3.0   851.70000    100.6047      46.5777     470.9183      517.4960   \n",
       "11    2.0   902.90000     99.1429      48.0485     458.1753      506.2238   \n",
       "12    1.0   956.70000     97.8087      49.4640     445.6096      495.0736   \n",
       "13    0.0  1013.00000     96.7839      50.8010     433.1184      483.9193   \n",
       "\n",
       "       NetFlux  HeatingRate  \n",
       "0   554.095455      0.00000  \n",
       "1   550.786005     25.26587  \n",
       "2   536.240096      6.01799  \n",
       "3   527.674465      0.89873  \n",
       "4   521.696476      0.35284  \n",
       "5   505.335220      1.05814  \n",
       "6   485.746582      1.44477  \n",
       "7   460.163709      1.53289  \n",
       "8   445.265255      1.53928  \n",
       "9   426.958743      1.70735  \n",
       "10  416.891318      1.74112  \n",
       "11  407.080875      1.61538  \n",
       "12  397.264905      1.54162  \n",
       "13  387.135458      1.51778  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aod0_00"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>level</th>\n",
       "      <th>pressure</th>\n",
       "      <th>UpwardFlux</th>\n",
       "      <th>DifDownFlux</th>\n",
       "      <th>DirDownFlux</th>\n",
       "      <th>DownwardFlux</th>\n",
       "      <th>NetFlux</th>\n",
       "      <th>HeatingRate</th>\n",
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       "      <td>0</td>\n",
       "      <td>13.0</td>\n",
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       "      <td>0.0000</td>\n",
       "      <td>684.6693</td>\n",
       "      <td>684.6693</td>\n",
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       "      <td>1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.17000</td>\n",
       "      <td>128.0651</td>\n",
       "      <td>0.1115</td>\n",
       "      <td>681.2199</td>\n",
       "      <td>681.3314</td>\n",
       "      <td>553.266310</td>\n",
       "      <td>25.26697</td>\n",
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       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>11.0</td>\n",
       "      <td>21.57000</td>\n",
       "      <td>128.4603</td>\n",
       "      <td>1.8716</td>\n",
       "      <td>665.3021</td>\n",
       "      <td>667.1737</td>\n",
       "      <td>538.713343</td>\n",
       "      <td>6.02091</td>\n",
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       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>102.00000</td>\n",
       "      <td>126.5729</td>\n",
       "      <td>8.2968</td>\n",
       "      <td>648.4162</td>\n",
       "      <td>656.7130</td>\n",
       "      <td>530.140162</td>\n",
       "      <td>0.89952</td>\n",
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       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>245.00000</td>\n",
       "      <td>121.0624</td>\n",
       "      <td>18.4755</td>\n",
       "      <td>626.7476</td>\n",
       "      <td>645.2231</td>\n",
       "      <td>524.160745</td>\n",
       "      <td>0.35292</td>\n",
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       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>375.50000</td>\n",
       "      <td>115.8756</td>\n",
       "      <td>26.3961</td>\n",
       "      <td>597.2780</td>\n",
       "      <td>623.6741</td>\n",
       "      <td>507.798547</td>\n",
       "      <td>1.05820</td>\n",
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       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>489.90000</td>\n",
       "      <td>111.3283</td>\n",
       "      <td>32.4154</td>\n",
       "      <td>567.1216</td>\n",
       "      <td>599.5369</td>\n",
       "      <td>488.208649</td>\n",
       "      <td>1.44487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>6.0</td>\n",
       "      <td>630.70000</td>\n",
       "      <td>105.8563</td>\n",
       "      <td>38.7808</td>\n",
       "      <td>529.6977</td>\n",
       "      <td>568.4785</td>\n",
       "      <td>462.622164</td>\n",
       "      <td>1.53311</td>\n",
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       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>712.40000</td>\n",
       "      <td>102.8168</td>\n",
       "      <td>41.9892</td>\n",
       "      <td>508.5467</td>\n",
       "      <td>550.5358</td>\n",
       "      <td>447.719061</td>\n",
       "      <td>1.53976</td>\n",
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       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>4.0</td>\n",
       "      <td>802.90000</td>\n",
       "      <td>99.7421</td>\n",
       "      <td>45.1354</td>\n",
       "      <td>484.0072</td>\n",
       "      <td>529.1426</td>\n",
       "      <td>429.400476</td>\n",
       "      <td>1.70847</td>\n",
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       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>3.0</td>\n",
       "      <td>851.70000</td>\n",
       "      <td>98.2641</td>\n",
       "      <td>46.6660</td>\n",
       "      <td>470.9183</td>\n",
       "      <td>517.5843</td>\n",
       "      <td>419.320280</td>\n",
       "      <td>1.74333</td>\n",
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       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>2.0</td>\n",
       "      <td>902.90000</td>\n",
       "      <td>96.8497</td>\n",
       "      <td>48.1625</td>\n",
       "      <td>458.1753</td>\n",
       "      <td>506.3378</td>\n",
       "      <td>409.488041</td>\n",
       "      <td>1.61897</td>\n",
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       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>1.0</td>\n",
       "      <td>956.70000</td>\n",
       "      <td>95.5957</td>\n",
       "      <td>49.6096</td>\n",
       "      <td>445.6096</td>\n",
       "      <td>495.2192</td>\n",
       "      <td>399.623473</td>\n",
       "      <td>1.54925</td>\n",
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       "      <td>13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1013.00000</td>\n",
       "      <td>87.3843</td>\n",
       "      <td>91.1823</td>\n",
       "      <td>345.7393</td>\n",
       "      <td>436.9215</td>\n",
       "      <td>349.537236</td>\n",
       "      <td>7.50486</td>\n",
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      ],
      "text/plain": [
       "    level    pressure  UpwardFlux  DifDownFlux  DirDownFlux  DownwardFlux  \\\n",
       "0    13.0     0.06485    128.0934       0.0000     684.6693      684.6693   \n",
       "1    12.0     1.17000    128.0651       0.1115     681.2199      681.3314   \n",
       "2    11.0    21.57000    128.4603       1.8716     665.3021      667.1737   \n",
       "3    10.0   102.00000    126.5729       8.2968     648.4162      656.7130   \n",
       "4     9.0   245.00000    121.0624      18.4755     626.7476      645.2231   \n",
       "5     8.0   375.50000    115.8756      26.3961     597.2780      623.6741   \n",
       "6     7.0   489.90000    111.3283      32.4154     567.1216      599.5369   \n",
       "7     6.0   630.70000    105.8563      38.7808     529.6977      568.4785   \n",
       "8     5.0   712.40000    102.8168      41.9892     508.5467      550.5358   \n",
       "9     4.0   802.90000     99.7421      45.1354     484.0072      529.1426   \n",
       "10    3.0   851.70000     98.2641      46.6660     470.9183      517.5843   \n",
       "11    2.0   902.90000     96.8497      48.1625     458.1753      506.3378   \n",
       "12    1.0   956.70000     95.5957      49.6096     445.6096      495.2192   \n",
       "13    0.0  1013.00000     87.3843      91.1823     345.7393      436.9215   \n",
       "\n",
       "       NetFlux  HeatingRate  \n",
       "0   556.575903      0.00000  \n",
       "1   553.266310     25.26697  \n",
       "2   538.713343      6.02091  \n",
       "3   530.140162      0.89952  \n",
       "4   524.160745      0.35292  \n",
       "5   507.798547      1.05820  \n",
       "6   488.208649      1.44487  \n",
       "7   462.622164      1.53311  \n",
       "8   447.719061      1.53976  \n",
       "9   429.400476      1.70847  \n",
       "10  419.320280      1.74333  \n",
       "11  409.488041      1.61897  \n",
       "12  399.623473      1.54925  \n",
       "13  349.537236      7.50486  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aod0_25"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x11419ad30>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(12,8))\n",
    "plot(aod0_00.UpwardFlux, aod0_00.pressure,\n",
    "     aod0_25.UpwardFlux, aod0_25.pressure,\n",
    "     aod0_50.UpwardFlux, aod0_50.pressure,\n",
    "     aod0_75.UpwardFlux, aod0_75.pressure,\n",
    "     aod1_00.UpwardFlux, aod1_00.pressure)\n",
    "gca().invert_yaxis()\n",
    "xlabel('Flux (W m-2)')\n",
    "ylabel('Pressure (mb)')\n",
    "title('Upward Flux')\n",
    "legend(['0.0', '0.25', '0.5', '0.75', '1.0'], loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9b51203898>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(12,8))\n",
    "plot(aod0_00.DownwardFlux, aod0_00.pressure,\n",
    "     aod0_25.DownwardFlux, aod0_25.pressure,\n",
    "     aod0_50.DownwardFlux, aod0_50.pressure,\n",
    "     aod0_75.DownwardFlux, aod0_75.pressure,\n",
    "     aod1_00.DownwardFlux, aod1_00.pressure)\n",
    "gca().invert_yaxis()\n",
    "xlabel('Flux (W m-2)')\n",
    "ylabel('Pressure (mb)')\n",
    "title('Downward Flux')\n",
    "legend(['0.0', '0.25', '0.5', '0.75', '1.0'], loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9b60c62cf8>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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PHnz66acJJZUkSaqde88bRbp4C5q3eoUdB+ybdJyc4lhIlo0dO5bS0lKmT5/Offfdx5AhQ7jjjjtWnJ82bRpPPPEE3bp1SzClJElS7Tx5x62ULdudVPpNjr1+eNJxco4r11n22GOPcfLJJxNC4LDDDmPixImrnJ81axbt27dPJpwkSdI6WLRwATMnFNCsqoydB/VzHGQ1mtTK9RWvXcG0L6bV6Wf22LgHF/W9aI3nZ86cSYcOHQAoLCykqqqKZcuWrbid+bx58zjwwAP5/PPP+fnPf86wYcPqNJ8kSVJdefCiv1BevCcbb/o8PfsOTzpOTnLlOstCCOTn//dvmPz8/BXFGmD//ffnzjvv5PXXX+f555/n4YcfTiKmJEnSWj16w3WUNduN4vRrHHvJ8KTj5KwmtXK9thXmbGnfvj1z5syhV69eZDIZUqnUinNVVVWMGDGCkpISAI444gimTp3KoYceWu85JUmS1qR0zizmvt6GgrCIAb//adJxcpor11l20EEHMWbMGADGjBnDPvvss+LcvHnz6NWrF4sXL6aqqorx48fTr1+/pKJKkiSt1qNDbqMi1ZaNtv4PXXpsm3ScnNakVq6TcMghhzBu3Di6detGx44defDBBxk9ejQAgwYN4pxzzmH77benuLiYww8/fJXyLUmSlLQHrricsqJdKS5/kaN+PzTpODkvxBiTzlBn+vTpEydNmrTKsffff5+ePXsmlCi7GvPPJkmSkjfzw/f4f5e/S4iVHHLpzmzasXPSkXJCCGFyjLHP6s45FiJJkqTVemrkI2QKN2LTneZarGvJci1JkqTvuGfYCNLF/Siuep5Dzjo36TgNhjPXkiRJWsW0ya+yeFZviqpmc8Q1v006ToPiyrUkSZJWqMxkeOm6F6nKL6HjnuW0bL1J0pEaFMu1JEmSVrhnyAjSJTuQynuO/U79ZdJxGhzHQiRJkgTAmxOfZskX/UhlPuHYvw5OOk6D5Mp1lsUYOeOMM+jcuTP9+/dn9uzZK85NmTKFHj16rPjq0qUL55xzDgB9+vRZcfyYY45JKr4kSWoiKjMZJv/fNGLIZ8tDmlPcvHnSkRokV66zbOzYsZSWljJ9+nTuu+8+hgwZwh133AHAjjvuyLRp04DqEr7//vvzq1/9iqqqKlq0aMG39+yWJEnKln+cP4x0yd40z3+a3Q8flXScBsuV6yx77LHHOPnkkwkhcNhhhzFx4sTVvu7uu+9mm222oWfPnsyZM4fNN9+8foNKkqQm66VHHqRs6W6klk7juKu8C+P6aFIr13NHjaL8/Wl1+plFPXvQdvCaZ5JmzpxJhw4dACgsLKSqqoply5aRl/ffv2tijFxxxRU88cQTAMyYMYO33nqL3r17k0qluOaaa9hll13qNLckSRJA2ZIlTPvXQkJBiu1O7EJhKpV0pAbNlessCyGQn//fv2Hy8/NXKdYAEyZMYPvtt6ddu3YANG/enNNOO41JkyZx0003cdxxx5HJZOo1tyRJahruPX8k6eLulLR4iR/vc2DScRq8JrVyvbYV5mxp3749c+bMoVevXmQyGVKr+Wvwtttu46ijjlrxvEePHvTq1Yv8/Hx22GEHNttsM+bNm7diBVySJKkuvP3Ss6QrdydV/jbHXT8i6TiNgivXWXbQQQcxZswYAMaMGcM+++zznde88MILqxy/7rrruOiiiwD4+OOPWbRo0YpVbUmSpLoy6e/PsSyvGVsd2o78goKk4zQKTWrlOgmHHHII48aNo1u3bnTs2JEHH3yQ0aNHAzBo0CBmzJhBixYtKCkpWfGeQYMGcdxxx9G9e3datmzJ3//+9++MkkiSJK2Pqa+8SHmz/qTSU9jt8IuSjtNoWK6zLITArbfeusqxQYMGrXjcuXNn3nnnnVXOb7DBBowdO7Ze8kmSpKbptVufYln+bmxxkGOndcnlUEmSpCZm2uRXKc/rTyr9BnsefXzScRoVy7UkSVIT8/KN41mWV0DX/TdLOkqjY7mWJElqQj56axIV9COVfpMBx56UdJxGx3ItSZLUhDx//SNU5RfTaeBGSUdplCzXkiRJTcQn775NBf1JLX2TfU76RdJxGiXLtSRJUhMx8c/3U5VfTPs9N0g6SqNlua5HjzzyCL///e+/c3z8+PFsscUWdOvWbcUNZyRJkurS9GlTqYj9SC19m/3/5/Sk4zRalut6EGPk3HPP5fTTv/tf5IqKCs4991yee+45pkyZwtChQ1myZEkCKSVJUmM24Zp7qMovoe2uhUlHadS8iUw9GThw4GqPT548mV69etGhQ/UG7rvuuisvvvgi++23X33GkyRJjdis/3xARVU/UumpHHT6b5OO06g1qXL9wn0fsmDWN3X6mZt03IDdjt5qra8JIfDTn/6UBQsWMG3atFXOzZw5c0WxBmjXrh1z586t04ySJKlpe+rqO6kqGEj7nULSURq9JlWuc1EIgfz8/FWeN2vWLMFEkiSpMZnz6X/IZPqSyrzLwb85K+k4jV6TKtfft8KchPbt2zNnzpwVz+fMmeNIiCRJqjNPXHkblQV7s9l2lUlHaRK8oDFh/fr144033mDBggXMnz+f119/nf79+ycdS5IkNQLzZ82goqIvqaXvc+jZ5yYdp0loUivXuWT06NEADBo0iCuvvJJddtmFqqoqrr32WgoLvYpXkiStv/GX31y9ar3tx0lHaTJCjDHpDHWmT58+cdKkSasce//99+nZs2dCibKrMf9skiRp/ZTOmcW//jCJ/Mq5/OLOM5KO06iEECbHGPus7pxjIZIkSY3QuFE3UlnYkla9vk46SpPiWIgkSVIjs3DuZ2SW9iFV9R+OuODCpOM0Ka5cS5IkNTKPjryBTGErWvT8IukoTU6TWLmOMRJC49o0vTHNykuSpLrzZelcKpbsRKrqYw477/yk4zQ5jX7lOpVKsXDhwkZVRmOMLFy4kFQqlXQUSZKUYx659DoyhRux4VbzyC8oSDpOk9PoV647dOjA7NmzKS0tTTpKnUqlUqvcNl2SJGnRwgVUfL0TRcs+5fALL0o6TpPU6Mt1QUEBXbt2TTqGJElS1j186TVkivamdbv3XLVOSKMv15IkSU3B1199RcWi7SlaNoMjL7446ThNVqOfuZYkSWoK/jXiSiqKNqF5l5muWifIlWtJkqQGbsniRVR8tR1Fy2Zy1B8GJx2nSXPlWpIkqYF78JIrqSjalJKOn7pqnTBXriVJkhqwsiVLKF+wDUXM5sg/OGudNFeuJUmSGrAHRlxORaotxe3+Q6H3wEicK9eSJEkNVEU6TXp+T4qYw1FDhyQdR7hyLUmS1GDdN2wkFanNSW02zVXrHOHKtSRJUgNUkU6TnrcVhczliKudtc4V9bpyHULICyHcFkKYGUJ4K4SwSwihWwhhSs2xa1Z67S9CCNNDCB+GEAbWZ05JkqRcd/+loyhPtaeozbsUN2+edBzVqO+V68OAjYHOQE/gXuBjYBgwDhgXQtgLeBe4ANiu5vWP17xekiSpyavMZCib3Z3CMI+jrnZf61xS3zPXbYE7YrX3gDZAH2BcjDEC9wP7AgOB8THGxTHG6cC8EMLW9ZxVkiQpJ913yWWUF3egqPVUV61zTL2uXMcYb1j+OITwS+AroKKmWAPMAfaoOT57pbfOobqYf1BPUSVJknJSZSbD0pldKcwr5YgrL0w6jr6l3ncLCSE0DyH8DTgbOBmoXOl0BKpq/l3d8dV93ukhhEkhhEmlpaVZSi1JkpQbHhg5ivLiThS2eovmLVomHUffUt8XNJYALwDfUD0OMhlovdJL2gEzgc9qHn/7+HfEGG+JMfaJMfZp06ZNVnJLkiTlgspMhm8+7Uhh+QIOH+aqdS6q75XrXwMvxhjPjTGmY4xVwJshhL1CCM2AE4DxwJPAQSGE4ppZ6w1ijKst15IkSU3Fg5f/L+XFXShs8SYbtmqVdBytRn3vFrITsHsIYd+Vjh1M9a4hrYHbY4yTAUIINwDvABXAqfWcU5IkKadUZjJ8/XE7CvK+4NCRv0s6jtagvi9oPH4Np3ZazWtvBm7ObiJJkqSG4aE//Yny4v40L3iKlq2PTDqO1sA7NEqSJOW4ykyGxR9sQkGzLznk0rOTjqO1qPfdQiRJkrRuHr7mKtLF3SkomcRGbdomHUdrYbmWJEnKcYve3YiCiq/42R8GJR1F38NyLUmSlMMevOpK0iVbUZCaROu27ZOOo+/hzLUkSVIO++rtDcnPX8xPLzsj6SiqBVeuJUmSctTD115NumRrClKv0aZdx6TjqBYs15IkSTlq4RtF5Ge+5sCLfpF0FNWS5VqSJCkHjb3+z6RLfkRhwWu07bxF0nFUS5ZrSZKkHFT6ejPyM9+w30WnJB1F68ByLUmSlGPG3TSadMk2FOa/SruuWyYdR+vAci1JkpRj5r1cRbPKJQw87/iko2gdWa4lSZJyyGN/u5F0SS8Kw6t02upHScfROrJcS5Ik5YgvS+cy58VimmW+YcB5xyQdRz+A5VqSJClHPHThLZQXd6Jl+yl06bFt0nH0A1iuJUmScsA9Q4dTVrQrxeUvcuwlw5OOox/I259LkiQlbPIzj7Posx0pqpzJYVednnQcrQdXriVJkhK0ZPEi3rxzFjEvn60OKWKjNm2TjqT1YLmWJElK0D/Pu4p0cXeat3yJ3Q8/Nuk4Wk+OhUiSJCXkgSsupyxvD1Jlr3HSTSOTjqM6YLmWJElKwPuvvcQXH2xN4bL5HDD8iKTjqI44FiJJklTPKjMZXh49hcr85nTYdbG3OG9ELNeSJEn17M6zh5Eu2YaSwuc44LRfJx1HdcixEEmSpHr06F+vJ125J6n025zw9xFJx1Eds1xLkiTVk5kfvsfc1zcln8Xscd6u5BcUJB1JdcyxEEmSpHpQmcnw9MjHqCjcmE23m0H33n2SjqQssFxLkiTVg7svHEZZ8Y4Ux4kceu55ScdRljgWIkmSlGXP3H07S7/ZnVT5Bxx74+Ck4yiLXLmWJEnKotI5s/j0qWbkLSunzy+3prh586QjKYss15IkSVn06JA7KE+1p1Xnt+m924Ck4yjLLNeSJElZcvfFf6SsaGeKM8/x86F/TDqO6oEz15IkSVnwyqMP8XVpP4oyn3LUdecmHUf1xJVrSZKkOvb1V1/x7gNfAIFtjtyYDVu1SjqS6onlWpIkqY7df961lBd3ZYM2/+YnBx+WdBzVI8u1JElSHbpv5GWUFexBKv0KJ1x+adJxVM+cuZYkSaojb7/0LF9+si1FVZ/xs1EnJR1HCXDlWpIkqQ5UpNO8fvP7LMtL0WXvKtq065h0JCXAci1JklQH7j77UtIlPSgpeZ69Tzgl6ThKiGMhkiRJ6+nhP1/DUvYkVTaF468fkXQcJchyLUmStB4+eucN5r/ViUK+YODF+5NfUJB0JCXIsRBJkqQfqDKT4bmrJlJZ0JK2P55Plx7bJh1JCbNcS5Ik/UD/+N0w0sW9KW72LAf/5qyk4ygHOBYiSZL0A/y//7uFpeV7kEq/y/G3DE06jnKE5VqSJGkdzZ3xMbOe34D8vCXsPGhHClOppCMpRzgWIkmStI7GD72PiqJN2XjrD+jZd5ek4yiHWK4lSZLWwV3nDyFd3I/iquc48qKLk46jHONYiCRJUi09/697+GbRLqQqPuLn15+fdBzlIFeuJUmSauHL0rl8+Eg5IVax3QkdaN6iZdKRlIMs15IkSbXw0EU3U17ciZbtJvPjfQ5MOo5ylOVakiTpe9wzbARlhbtRXP4ix14yPOk4ymHOXEuSJK3F5GceZ9HsHSiqnMlhV52edBzlOFeuJUmS1mDJ4kW8eecsYl4BWx5cyEZt2iYdSTnOci1JkrQG/zzvKtLF3Wne8kX2OPK4pOOoAXAsRJIkaTUeuPJ/Kcvbg1TZa5x008ik46iBsFxLkiR9y/uvvcQX07aicFkpBww/Iuk4akAcC5EkSVpJZSbDy6OnUJnfnA67LqJd1y2TjqQGxHItSZK0krvOHka6ZBuKCydywGm/TjqOGhjHQiRJkmqMu2k0ZZV7kkq/zYl/vyTpOGqALNeSJEnAzA/f4/NX25AfFrPHebuSX1CQdCQ1QI6FSJKkJq8yk+GpkeOpKNyYTXvNoHvvPklHUjyPoRIAACAASURBVANluZYkSU3e3RcOI128E8VxIoeee17ScdSAORYiSZKatAn33MnSb3YnVf4Bx944OOk4auBcuZYkSU1W6ZxZfPJEIG9ZOX1+uTXFzZsnHUkNnOVakiQ1WY8OuYPyVHtadX6b3rsNSDqOGgHLtSRJapJuHzSYsqKdKc48x8+H/jHpOGoknLmWJElNzr0jLmFJZgCpsnc49sYLk46jRsRyLUmSmpTHb72JL2f3oahiNgeMONA5a9Upy7UkSWoypkx4klkvt6EZZfQ5tQPtum6ZdCQ1Ms5cS5KkJmHOp/9hyh1zqGpWTKddF7L9nnsnHUmNkOVakiQ1emVLlvD4sMcpT3Vgow6T2P9/Tk86khqpRMp1CCEvhPDvEML+IYRuIYQpIYSZIYRrVnrNL0II00MIH4YQBiaRU5IkNQ73DLqadMm2NC+cwDHDhiYdR41YUivXZwPLh5yuBoYBnYGtQwh7hRA2BS4AtgP2BUYnklKSJDV4tw0aTFnRrqQqXuCU60clHUeNXL1f0BhC6ArsA4wDmgE7AYfHGGMI4X6qy3RbYHyMcTGwOIQwL4SwdYzxg/rOK0mSGq57ho1gaWYAqbK3Oe7G85OOoyYgiZXr64FzgQhsAnwZY4w15+ZQXaw7AbNXes/y45IkSbXy2N9u5Ks5fSlKz+agSw92yz3Vi3ot1yGE/wFeXWkFOgKVK70kAlVrOb66zzw9hDAphDCptLQ0C6klSVJDM/mZx5n9ymY0q1pCn1M70LbzFklHUhNR3yvXewInhhCmAYcBI4FNVzrfDpgJfFbz+NvHvyPGeEuMsU+MsU+bNm2yElqSJDUcs/7zAW/cOZ9leUV03u1Lt9xTvarXch1jPCnGuFWMsQfwEPBLYHLNRYzNgBOA8cCTwEEhhOIQwtbABjHG1ZZrSZKk5ZYsXsSTlz5JeaodG3Wawn6n/jLpSGpicuEOjRcA9wKtgdtjjJMBQgg3AO8AFcCpycWTJEkNxb1n/4V0yS40L3ianw91ZxDVv8TKdYzxlJWe7rSa8zcDN9dbIEmS1KDdduZg0kV7U1zxPKfcZLFWMnJh5VqSJGm93DN0OEsrq7fcO/bGC5KOoybMci1Jkhq08bf8la8+70dRxSy33FPiLNeSJKnBev2px/js321pFpfQ9/QubrmnxCV1+3NJkqT1Mus/H/DW3QtYlldE170Wsd0ueyUdSbJcS5KkhmfFlntFm7Nx1zfY56RfJB1JAizXkiSpganMZPjnb68nXbINzVPPcvSQPyQdSVphrTPXIYQUcATVd1bsQvVtyGcDzwL3xxjTWc4nSZK0irvOHkZZam+KK55zyz3lnDWW6xDCaVTfovxZ4B/APKrL9aZAX+ChEMKjMca/1kdQSZKkMX8cxtKqAaTK3uKEWy5OOo70HWtbuf4oxnjQao5/ALwAXB1C2C07sSRJklY1/uYbWDS3P0UVMzl45OEUplJJR5K+Y43lOsY4ESCE0AI4h+q7KJYDE4FbY4wVMcYX6iGjJElq4l57chyzX21Hs/gNfU/vyqYdOycdSVqt2lzQeA+wAXAJcBWwBXBbNkNJkiQtN/PD93h7zJfEvEK6DVzilnvKabW5iUzXb42HvBZC+ChbgSRJkpZbsngRT102gfLirWnT6TX2PmFI0pGktVrjynUIoTCEUAg8G0I4cfnzEMLJwFP1F1GSJDVFlZkM/zz7etIlP2KD1LMcPcRirdy3tpXrD6jeHSQABwIjao4HIJPlXJIkqYm78+xhlBXtTXHmOU52yz01EGu7oLFrfQaRJElabswfhlFWNYBU2ZtuuacG5XtnrkMIRwDnAS2pXrUGIMb4oyzmkiRJTdS4m0azaN5PKKqYwc/+9yi33FODUpsLGv8E7E/1TWQkSZKy5t+Pj+Wz19qTHxfT91fdadOuY9KRpHVSm3I9A1gYY1yU7TCSJKnpmj5tKlP/uYiYvxHd9lrEdjvvkXQkaZ3Vplw/BHwUQngHqKR6NCTGGAdkNZkkSWoyvv7qK54Z9RwVqa1o0+V1Bh4/OOlI0g9Sm3J9AXAoMDfLWSRJUhNUmclw3zk3kC75CRuknuaowe4MooarNuX6Q+BNx0IkSVI23PXbYaRTe5Nyyz01ArUp13nAByGEV4Cy5QdjjMdlLZUkSWoS7h4ylKXLBpAqe4MT3XJPjUBtyvXwbIeQJElNz6M3XMfi+TvXbLl3tFvuqVFYY7kOIQwFbo4xPreG85sBv44xjljdeUmSpDV5ZfzDzJnSmfxli+n/663dck+NxtpWru8F/hxCaAlMBuZTvVPIZkAfYAEwNOsJJUlSozJ92lTevX8JMb8lW+y7mG1/smvSkaQ6s7bbn38IHBtCaAvsAXSkev76VeDaGOOC+okoSZIai1W23Os2iQHHOmetxuV7Z65jjHOBf9ZDFkmS1IhVZjLcf85fSZf0Z4Pipznq9+4MosYnL+kAkiSpabjrrOGUpfpTXDmRk6+1WKtxqs1uIZIkSevl7ov/yFIGkiqbwgk3e/dFNV7fu3IdQigMIZweQrgihLBpCOGg+ggmSZIah7HX/5nFC3YhVfYxh15xrFvuqVGrzVjIDcCWwBFAOfCLEMK1WU0lSZIahZceeZDP3+xKfuUidj7zR7Ru2z7pSFJW1aZc94sxXgBkam6BfiRwSHZjSZKkhu6jtybx3kPlxJDHlgdU0rPvLklHkrKuNuV6YQihAxBrnm8DfJm9SJIkqaH7snQuz10zmUxha9r0eJ89jz4+6UhSvajNBY2nA7cCXUIIU4Eq4JRshpIkSQ1XZSbDQ+ffSbq4Dxtu+AxHnD8y6UhSvVlruQ4hBKBrjHH/EEJzIL9mNESSJGm17vzNJZQV70Xxsmc46U8WazUtax0LiTFGYHgIoWWMcYnFWpIkrc0d5w6mrNlepMpe5aQbhicdR6p3tRkLWQK8F0J4CahcfjDGeFzWUkmSpAbn/stHsWTJXqTS0zj6L2eQX1CQdCSp3tWmXF+W9RSSJKlBe+bu21n48XYUVs5j4ODd2bBVq6QjSYmoTbnunPUUkiSpwXr7pWf5+OnmhJBh25+3oEuPbZOOJCWmNuW650qPi4GBwKfAnVlJJEmSGoy5Mz7mtVumU1XYlk59PqH/AWcmHUlK1PeW6xjjxSs/DyHkA49mLZEkSWoQypYsYfwfH6W8eFs2bvsSB/1qWNKRpMR9b7kOIRR+61A7YOPsxJEkSQ3FPYOuJl2yKyX5T3PsiFFJx5FyQm3GQj6g+u6Moeb5V8DlWUskSZJy3m1nDqasaG+KK17g1Jss1tJytRkL6br8cQghBWwQY1yQ1VSSJCln3TN0OEsrB5Aqe5tjbzw/6ThSTlnrTWQAQgjHhhAeDiFsDEwDng8h/D770SRJUq4Zd9Novvq8H0XpmRx06cEUN2+edCQpp3xvuQb+CJwEHA3cBfQGTs9mKEmSlHv+/fhYPnutA80qv6Hvr7agbectko4k5ZzalOsiIAMcCTxM9ex1VTZDSZKk3PLJu28z9Z+LiXn5bLH3ErbbeY+kI0k5qTbl+gqq97X+MsY4GXgbuDGrqSRJUs5YtHABz17xEhWFm9G6+zsMPP6UpCNJOas2FzTeAtwCEEIoAvaJMc7KdjBJkpS8ykyGB373N9Il/diw5GmO+r07g0hrs64XNH4APOEFjZIkNQ13njmCdHE/ique5aRrLNbS9/GCRkmStFp3nT+EsrwBpMpe56S/Dk06jtQgeEGjJEn6jgevupKvF+9OaumHHHnNL8gvKEg6ktQgeEGjJElaxcT77qZ0Wk8KKhayxwX9aNl6k6QjSQ1GrS5oDCH8Ddi45tCPY4xfZzeWJElKwtRXXuQ/j+cT8qrY9ohiuvfaIelIUoNSmwsa96T6zoxvhxB6AE+HELbLdjBJklS/SufM4t83fUBlfks23346Pzn4sKQjSQ1ObcZC/gTsDiyOMU4DzgT+kdVUkiSpXlWk04z9/f2UpzrTYtOX+dlZ5yQdSWqQalOuC2OM84AIEGOcBBRnNZUkSapX//jN/5Iu2Z7iZhM4fuQlSceRGqzvnbkG/hVCuBpoHkI4kuot+cZnN5YkSaovt581mLLCvUmVv8RJt4xIOo7UoNXmgsYRIYR9gWXALsB9McYHsp5MkiRl3b0jLmFJxQBSZVM5ZvRv3XJPWk9rLdchhACMjTEeDDxZP5EkSVJ9eOxvN/Ll7B9TVDGbA0YcQPMWLZOOJDV4ay3XMcYYQphVc7vzsUDlSuc+zHY4SZKUHZOfeZzZr2xGM5bQ59QOtOu6ZdKRpEahNjPXPWu+9lvpWAQGZCWRJEnKqpkfvscbd5WyLL813Xb7nO33PDLpSFKj8X1jIQXAicCcGOOy+okkSZKy5euvvuKpyyZQXrw1bTq9yr4n/yHpSFKjssat+EIIxwOfAA8AH4YQ9lvTayVJUu6rzGS4/5wbSJf8iA1Sz3L0EIu1VNfWtnJ9ObBTjHF+CKE71SX7ifqJJUmS6tqdZw2nLDWQ4sqJnHzTqKTjSI3S2sr10hjjfIAY40chhFQ9ZZIkSXXsHxf9kTIGUlw2hRNuHpx0HKnRWlu5/vaMtTPXkiQ1QA9fezWLv9yVVPlHHHLFsRSmXC+TsmVt5bpLCOHlmsdhpeeB6l36ds56OkmStF5e+Nd9zJu6JQXLvmC3s7enddv2SUeSGrW1leue9ZZCkiTVuQ+nvMa0R6sgD3oc3IytduybdCSp0VvjbiExxhlr+/qh3zCEcHoI4dMQwochhANDCN1CCFNCCDNDCNes9LpfhBCm17xu4A/9fpIkNUUL537GC9e9SaZgYzbr9RG7HX500pGkJqE2N5GpMyGErsBZQC9gU6p3H5kKDAPGAeNCCHsB7wIXANsBGwOP40q6JEm1UpFO88hF95Au3pGWLZ/l0HMuTTqS1GSsceU6S34G3B5j/CbG+AlwDLATMC7GGIH7gX2BgcD4GOPiGON0YF4IYet6zipJUoP0j0GjKCvekWKe4YQrLNZSfarvct0d6BRCeDWE8GbN8y9rijXAHKAt0AmYvdL7lh+XJElrccfZgynL35NU+hVOun540nGkJqdex0KAYqAdsAfQEXgLeH+l8xGoqvm3cjXHvyOEcDpwOkCnTp3qPrEkSQ3EfSMv45v0XqTK3uOY0YPILyhIOpLU5NT3yvWXwKMxxnSM8T9Uz1Zvv9L5dsBM4LOax98+/h0xxltijH1ijH3atGmTpdiSJOW2J++4lS8+3YGi8s/Z5w8DaN6iZdKRpCapvsv1BGD/EEKzEEI7YEPgsRDCXiGEZsAJwHjgSeCgEEJxzaz1BjHG1ZZrSZKaujcnPs3051qRt6ycHU5sQ6etfpR0JKnJqtexkBjj4yGE/lSvWJcBv6J6nvpeoDXVFztOBggh3AC8A1QAp9ZnTkmSGoo5n/6HSbfNpqpwU7r0m8lOA3+ddCSpSQv/vZaw4evTp0+cNGlS0jEkSaoXSxYv4t5Bd5Au/hGt273MMcOGJh1JahJCCJNjjH1Wd66+x0IkSVIdqMxkuPfsv5Au2Zbmhc9YrKUcYbmWJKkBuuvsYaSLdqG44nlOuf7ypONIqlHfW/FJkqT1dPeQoSytGkCq7E1OuOX3SceRtBLLtSRJDcjY6//M4vk7U1Qxg5/971EUplJJR5K0Esu1JEkNxEuPPMjnb3Ylf9kidjmzB23adUw6kqRvceZakqQG4KN33uC9h8qJIY8tD6ikZ99dko4kaTUs15Ik5bhFCxfw3J9eJVPYmjY93mfPo49POpKkNbBcS5KUwyozGR743d9Il2zFBi2e54jzL0w6kqS1sFxLkpTD7vrtMNLF/SiunMhJV41MOo6k7+EFjZIk5ah7hg5n6bIBpMre4IRbBicdR1ItWK4lScpBj996E1993o+iipkcPPJIt9yTGgjLtSRJOeatFyYw6+U2NGMpPz6tC5t27Jx0JEm15My1JEk5ZP6sGbx+63SqmpXQcedSeu82IOlIktaB5VqSpBxRkU7z6JAHKE91otXmr3LAab9OOpKkdWS5liQpR/xj0EjSJTtQkjeBYy8ZnnQcST+AM9eSJOWAu84fQln+QFLpVznxbyOSjiPpB7JcS5KUsIevvZqvF+9OKv0hR177S/ILCpKOJOkHslxLkpSgV8Y/zLyp3SlY9iV7nNeHlq03STqSpPXgzLUkSQmZ+eF7vHv/N8TQjC0PqKJ77z5JR5K0nizXkiQlYMniRTx12TNUFG5G6y3eZs+jj086kqQ6YLmWJCkB/zz7OtIl29C8+FmOuthbm0uNheVakqR6dvtZgykr2pVUxQucfN2opONIqkNe0ChJUj26b+RIllTsRapsKsfdeH7ScSTVMcu1JEn1ZMI9d/LFp70pqpzLvn/cj+LmzZOOJKmOWa4lSaoH0ya/ysdPFhFCJdv+vCUdt9w66UiSssCZa0mSsuzL0rm89Je3yBS0YvMdptP/gJ8lHUlSlliuJUnKospMhn+dfzvp4u5suNEL/Oysc5KOJCmLLNeSJGXRnWcNJ13cl+KqZznxisuSjiMpy5y5liQpS+4eMpQyBpIqm8xJtw5NOo6kemC5liQpC8bffAOL5+9MUcWnHHrFceQXFCQdSVI9sFxLklTHpkx4ks9e3Zxm8Rv6/qo7rdu2TzqSpHrizLUkSXVo7oyPmXLHHKqapei8+5dst/MeSUeSVI8s15Ik1ZGKdJrxfxxLeaoDG7V/nf1O/WXSkSTVM8u1JEl15B9njiJd0puSZhM4ZviwpONISoAz15Ik1YE7fzeYsoK9SaVf4cS/jUg6jqSEWK4lSVpP/7rmT3zzzZ6k0h9w9F/OdGcQqQmzXEuStB5efOR+St/dmoKqhexxQX82bNUq6UiSEuTMtSRJP9An777N+w9liMDWP4PuvXZIOpKkhFmuJUn6ARYtXMCzV7xIpnAT2vSYxu6HH5t0JEk5wHItSdI6qsxkeOB3fydd0oPmzSdyxAUXJh1JUo6wXEuStI7uPONS0sU/prhqAidfOyrpOJJyiOVakqR1cPtvL6Ysf0+K0//mpL+6l7WkVblbiCRJtXTPsBEsKR9Iquxdfj7aLfckfZflWpKkWnj0huv4ak5fiipmc8CI/WneomXSkSTlIMu1JEnf48VH7mfOlC7kL/uavr/qSruuWyYdSVKOcuZakqS1eP+1l3j/4SoigS0PyLDdznskHUlSDrNcS5K0BvNnzeClG6ZRmd+Ktr0+Ys+jj086kqQcZ7mWJGk1ypYs4dEhD1Ge6kyLTV/m0HN+l3QkSQ2A5VqSpG+pzGS458xrSZdsR0nBBI4feUnSkSQ1EJZrSZK+5a6zhlOW2pniiuc5dbQ3iZFUe+4WIknSSu68YAhLGUiqbAon3Pz7pONIamAs15Ik1Xjgisv5ZtEepMr/w+FXnUBhKpV0JEkNjOVakiTgyTtuZcF/tqOwspQ9zu/LRm3aJh1JUgNkuZYkNXmTn3mc6c9tRB7lbHdcS7r32iHpSJIaKC9olCQ1adOnTeWNuxawLC9Fx53n03ffnyYdSVIDZrmWJDVZixYu4JlRL1BR2JaNu77JAaf9OulIkho4y7UkqUmqzGR44Hf/R7pkazbYcCJHDxmSdCRJjYDlWpLUJN3560tJF/eheNkznHT1yKTjSGokvKBRktTk3H7WYMoK9iaVfoWT/jY86TiSGhHLtSSpSbln6HCWVAwgVTaVY0YPIr+gIOlIkhoRy7UkqckYe/2f+erz/hRVzOKgSw+ieYuWSUeS1MhYriVJTcIL/7qPz9/sSv6yRfT9VTfadt4i6UiSGiEvaJQkNXrvv/YS0x6NQGCrg6rYbuc9ko4kqZGyXEuSGrX5s2bw0g0fUJnfks22+5g9jjwu6UiSGjHLtSSp0VqyeBGPDnmY8lQnWm72CoeefW7SkSQ1cpZrSVKjVJnJ8M/fXk+6pBfNCyZw3GUjko4kqQmwXEuSGqU7zxpOWWpnijPPccroUUnHkdREuFuIJKnRufP8IZQxkFTZZE64+eKk40hqQizXkqRG5f7LR/HN4j1IpT/k8KtPpDCVSjqSpCakXsdCQrUbQwjTQghTQwh7hRC6hRCmhBBmhhCuWem1vwghTA8hfBhCGFifOSVJDdMTt/2NhR/3prBiPntdtDMbtWmbdCRJTUx9r1zvDbSNMfYIIWwD3At8BAwDxgHjQgh7Ae8CFwDbARsDjwM96zmrJKkBef2px5jxQmvyKKf38RvTbZvtko4kqQmq7wsalwHFIYQCYCPgG2AnYFyMMQL3A/sCA4HxMcbFMcbpwLwQwtb1nFWS1EB88u7bvHX3FyzLK6Lzbgv58T4HJh1JUhNV3+X6WapL9XzgOeAm4MuaYg0wB2gLdAJmr/S+5cclSVrFl6VzefaKl6ko3IzWW7zFfqf+MulIkpqw+i7Xp1M9BtIG6A3cSPVq9nIRqKr5t3I1x78jhHB6CGFSCGFSaWlpVkJLknJTRTrNv86/i3TJVmzQYiJHXTw46UiSmrj6Lte9gQdijJUxxqlUz1b3Xul8O2Am8FnN428f/44Y4y0xxj4xxj5t2rTJUmxJUi76x5mjSBfvRPGyZzjpqpFJx5Gkei/X7wD7A4QQ2gMtgPE1u4Y0A04AxgNPAgeFEIprZq03iDGutlxLkpqm288eTFnBnqTSr3DSDcOTjiNJQP3vFvI34MYQwgdAOXAmMIPqXUNaA7fHGCcDhBBuoLqMVwCn1nNOSVIOu3fEJSxJ70Wq7F2OGT2I/IKCpCNJElDP5TrGmAFOW82pnVbz2puBm7MeSpLUoIy/5a98OfvHFFV8xr5/3JfmLVomHUmSVvAOjZKkBuPfj49l9r83pxlL6HNqBzpu6S6tknJLfc9cS5L0g3zy7ttM/efXxLwCug34hu333DvpSJL0HZZrSVLOW7RwAc9e+TIVhW1o3f0d9j7hlKQjSdJqWa4lSTmtMpPhwd/9H+nirdigxXMc9fuLk44kSWtkuZYk5bQ7z7iUsuI+FFdNcC9rSTnPCxolSTnrjnMGU5a/N6myVznp1mFJx5Gk72W5liTlpH9edhnflO1Fqux9jv7LGe5lLalBsFxLknLO47fexBczdqQo8zn7/GEvNmzVKulIklQrlmtJUk55/anHmPXypjSjjB1PakunrX6UdCRJqjUvaJQk5Yzp06by1t0LWZZXROfdvmDHAfsmHUmS1onlWpKUE77+6iueGfU8FYVt2bjrm+x36i+TjiRJ68xyLen/t3fvYXKX9d3H39857czsbnZn9hQCJCEckkAUMKmAp4goni4V8VBRwbZYH2wfq2KpWlQ8oa36AK21KpdaqrSAqNgCYm0RQcCiICCQA2cSCNnN7sye5ny4nz9+s7szu5tAktmd3Z3P67rm2vn95nTv3leST777ve+fSMMVCwWu/ci3yEbX0dp6C++88MJGD0lE5IAoXIuISMN9/y8+Tyb8YiKlW3jfpV9q9HBERA6YFjSKiEhDff/8vyXjfzXhzG855zufafRwREQOisK1iIg0zLV/92XGx08lnN3O2y99v/ayFpFFT+FaREQa4o7/+DFDjxxHqDTAaX/7cjq6uhs9JBGRg6aeaxERmXe7nniErdelwYx1bw2xet2GRg9JRKQuFK5FRGRe5bNZbrroBnIthxA/4g+87C3vaPSQRETqRuFaRETm1ZUf+iLZ6PFE/L/UlnsisuSo51pERObNv3/6IjL+VxHJ3M053/lco4cjIlJ3CtciIjIvbv63KxjZfRIt+ad405fP0s4gIrIkKVyLiMice/SBe3n8f8L4LM+J5yynZ8XhjR6SiMicUM+1iIjMqUwqxa1fvZNCME7fCx5j42mvb/SQRETmjMK1iIjMqas+9BWy0fW0Rn7FGR/9WKOHIyIyp9QWIiIic+b7F1xIJnQakeydvO9bX2r0cERE5pzCtYiIzIkbv/0NUsMvJ5x7hLddel6jhyMiMi8UrkVEpO7+cOetPHPXcvyMc9IHj9OlzUWkaajnWkRE6mpkaJDffXs7JX8rh548wIZTXtboIYmIzBuFaxERqasf//W3yEaOoi12O2/8wF80ejgiIvNK4VpEROrmir/6JJmWlxAp3MrZX/lio4cjIjLv1HMtIiJ1cd2lXyOdfRXh7EOc9c2/afRwREQaQuFaREQO2u/++2cMPHgUwfIgp358M5HW1kYPSUSkIdQWIiIiB2XPrp3cf+UAzoIceXqBNce9sNFDEhFpGIVrERE5YMVCgf/85FXkwofRcejdvOqscxo9JBGRhlK4FhGRA/aDv7qIbGQTEXcLZ33uokYPR0Sk4dRzLSIiB+S6S75Kunwq4cz9nPPdzzZ6OCIiC4LCtYiI7LcHf3M7ex48kpAb4rS/fQ2BYLDRQxIRWRDUFiIiIvslk0px1zf/QMkf5fCXj7J63YZGD0lEZMFQuBYRkf1y1Ue+TDa6jmjrbbzuzz7Q6OGIiCwoagsREZHn7YcXX0zG90rCmd/xnq9/rtHDERFZcBSuRUTkefn9L39B8vENtJR288bPv1191iIis1BbiIiIPKex4WHuveJJyr4Qa17nWL7qyEYPSURkQVK4FhGR53Tt+ZeSjR5FW+wOXvWusxs9HBGRBUttISIisk9XfeazZEKbiWTv5OxvfbHRwxERWdAUrkVEZK9+c/11jOzaREthB2/92vsbPRwRkQVPbSEiIjKrxJ5neehHwwAc+7Z2Yj3LGzwiEZGFT+FaRERm9dMLvksusoplh/yOl7z5bY0ejojIoqBwLSIiM/zg458iE34JkfxtvPsL2s9aROT5Us+1iIjUuOWHP2A88RLC+cd4xz98pNHDERFZVFS5FhGRSQM7n+Kxn4GvXOCEcw6jvbOz0UMSEVlUFK5FRASAcqnEDZ+6ilzLIcTWPMDG017f6CGJiCw6CtciIgLADz72aTKRFxMp38o7L/xUo4cjIrIoqedaiOuqMQAAGaJJREFURET4+fcuJ516BeHcNs765icaPRwRkUVL4VpEpMnteHgLO3/djt/SnPTBFxJpbW30kEREFi21hYiINLFiocB/X3wT+VA33RseY8MpL2v0kEREFjVVrkVElqhy2ZFLFUjvGWF81x6Gnt1Nsn8P44MJMslxCpkyhVyUbOREotzMmedf3Oghi4gsegrXIiILnCs7cpki2VSBbKpAZnCczJ5hMkNjpJNp0qNpUqMZspkS+YJRLAUoEqbkj8zybj3ezZUJlNL4fGnC2dt5z7c+Pd/flojIkqRwLSIyT5xz5LMlcpWQPHlLpkkPjpEZTpEdyZJNFchlSuRykCv6KLgA2N67+AIFCBTL+ItpzKXxkSJgaXz+ccyfwu8fIxRKEW03lvW00X34SrrXnMCHf+VjZ66Ln3/0E4TCoXn8SYiILF0K1yIi+8k5RyFX8kJwaqqi7IXmIpmRDNlkisxolux4nly6RC4P+aIPh+31ff3FDMFCimAxTaCQIlxKESJF0dLk/SmygTTpUJpiNA+RPP5ImkhohBZL0hnI00uJPgd9HUfQ1nss9K6H3uO8r52rwDcV0D/5kwf4fWIHV557IvFWBWsRkXpRuBaRpuWco1gokx0vkEsXyI574TibqjpOF8mO5ciOZMiO58mmS+RzjrLbR0gu5QgUUpWgnCJcSNNWTOEvpXH+LHlfirR/jHQwxVg4xVg4TTKaJtVm+OMxWrp7aYt1EQ8G6Cvk6EsN0zuyi76hJ+nNjjMZhWOrYTJEH+vduo6CwL7D8s8ffJarfruD8zYfyUuP6q7bz1NERBSuRWSJKBZKZMeLXiierCQXa9ovJo/H85WKcpFSae/v6SsXCBZTBPPjBAppgsUU0UpoDhTTBMoZLFSgFCyQDWUYb0kxGErybEua0XYYjcJI1BiNQr4jQmdHH32ty+mN9tLX+gJ6o72sDbTRlxmnb3wP8aGn8O3ZCs/8Dh5NTg2krc8L0CdsngrSPWuhpW2/f067hjN8/McPcPxhHXzs9GMO4CctIiL7onAtIgtKqVjedzhOF8iNF8imC1NherxAsVDe63v6KBEsZ712i9wYgewoHcUUwUK6EpQrVWaXJRD2YVFHKVom3eoYjjoG43l2hLI8ExhjoCXPaBRGWyETAsyItcQqgfloeqO9HBbto69y64320tvaSzsBbPBhGNgKAw/BU7d590efmRpoyzIvPB97Rm1FurWrPj/bsuMj19xHsVTmH886kaBfu7GKiNSbwrWIzIlSqTwZjnOpSnvF+LR2i4njqvBcyO29lGw4Qr7CZFAO5sdoT48Qywx74bhSXQ5U+paDpQzh9hDBzjbKnW3k28OkegKMRmEoXOKZlhy7guPs9I/yhD/BaLAINtXu4Tc/PdEeLzhH+zgi2sdJlftemPa+tvhbqr7xIiQeh4Et8PSvvK8DW71zrvIfAH8L9BwDq18+FaD7joVlh9Z8fr398y2P8tsnElzyzuNZ1aULxYiIzAWFaxHZp3LZkUvvo8ViciFfVb9yqkA+u4+QbI5QoEzIigRdlmAxQ0d+jEBmhMB4Ev/40GS/crCQroTlFH5XIBCLEYjH8cfjBLrjlDvaybS3MhZtIxkp82w4T38ww87AGDvdELuzAySyT8wYQyQQmQzNh0fXs6kqME9UnePhOH6ff/ZvwjkYeRoeu9WrRA9s9YL0noehlKt8oz6Ir/HC84a3e0G67ziIHQH++f3r956nklx28yOcccIKznzRYfP62SIizUThWqRJVO+VPDMo1wbjyfPpIrl0cZ/v29ICoYBXUQ65HLFShkBhjEB+FH8qgX90CP/IHoKF8Up1OYW/lMNwYIa/sxN/V5xALI6/t4vAuhj++PH4Yp1k21sYjcJguMBAS5ZnbJSB7B760/0MpAfoT28jVUjVDigLna6T3oDXjrG+5zgvLFeqzBNV52WhZdjzrRKnhioV6C1TleiBrZAbnXrOskO9EL3m1KlKdPcxEJxtr+n5NZot8OGr72VFZ5gvnLGh0cMREVnSFK5FFpmJvZJrWywKz72YL10Et/f3DYX9hMNGKFgm5CsS8+UJRtIE/Sn82RECqSSB0UF8wwP4ErsJ5scIFLNeSK7i7+jA39WFPx4j0NeFf/1yAvHjvEpzVxx/LI6LLWM4UmYwmGN3boCB1EBVYH6UgfSdDKQHKCQLULWuz2c+uiPdLI8uZ03HGk5ZcUpNYF4eXU5PtIdwIHxgP9zcOOzZXluJ7t8CqYGp50Ri3vZ2L/zjqUp0zzqIdB7YZ84x5xwXXvcgz45kufa8U2gPBxs9JBGRJU3hWqRBJvdKHveC775aLCaOvfBcxJX3npJDYT8trUHCYR+hYJl4e4lgW55QKUugME4gO0oglcQ/Nog/OYAld+PbswsrzV6h9i1bNtWGcUgc/7Hr8He9xKs0d8Urj3URiMfwx2JkXJ7+dD+7J8Jyqp/+dD/96Ye946f6SWxP4KaF8rA/PNmWcULvCVN9zVULA7siXQR8dfhrq5iHoUdrK9H9D8HwU1PPCUa90Hz06ZUQXdnqrq1vTvui6+1H9zzN9ffv4oLXruVFK2ONHo6IyJKncC1ykJxzFPPlWVss9rWYL5cqUC7tPSQHW/y0tAYItwYJR4PE+/y0+AMEXZ6QyxDIjxPIjuFPJwiMJfAP92OJAVxikGIyCYXCrO/ra2/3qsrxLvwr4gQ2rKqpKge6vCDtj8UJxDqxUGjy+0zmktMC8+MMpP+X/qf6GdjqVZ/HC+MzPnNZaNlkW8b6+PqaavNEj/N+tWk8X+WyF5hrQvQWGHoEypX/TPgC0HU0HLoRTjy7EqLXQ+fqmouuLEaP7xnnov98iJPXxDlv85GNHo6ISFNQuBapUsyXpirEk+0Wlcry9OOq9otSce/bwAWCPsJtQVqiQcJtAeKHtNLSGqQl5AhZgWAp4y3Yy47iTw8TGBvCRgYgMURxZ4LSUIJSIoHbW1hubfXCcTyO/5A+/BvWz15V7urCH4vhC828wEihXGAwPVjVmvEYAzsH6N82EaL72ZPeQ76cr/1s89Ed7qavtY/VHas56ZCTZiwK7In2EAnMcd+xczDeX9UPXWnn2LMNCump53Wu8qrP694wtdVd19HPedGVxShfLPPhq+8jFPBx2R+fiN+3eKrtIiKL2ZyHazN7C3CKc+4TZrYG+BHQDfzIOXd+5TnnAp8G8sAHnXM3m1kLcBWwCdgKvNM5NzLX45WloVQoe0F41kryzHaLieN97ZXsD/gItwa8lovWIJ290anKcmuQUNB5W8QVUgRyowRSw/hTCUgOUUokKO7wQnIxUQnLuVztmCu3QjRKIOaF4WBPL+F1671wHK/0MXd11VSYfS0ts453QrqQZnd6gP70kwzs/K0XliuVZy9I9zOUGZrRptHib/H2aI72cnzP8bMuCuyOdNenTWN/ZIa90DwRoCfCdCYx9ZzWXi84b/yTqouurDugi64sVl/7xXYeeGaEy8/eyPKOA+xBFxGR/TZn/yqa9/vdS4B3A/9SOf3/gIuAG4AbzOxU4CHgAuCFQBy4CVgPnAc84Zw708w+Dpxfea00kRl7Je+lF3nyctWV4+I+9kr2+W0yIIdbAyzrDtOzqn3yONzqVZlDQUeoMI4/N04wk8SNDFNODnnheE+C4sNTVeViIoHLZikDucptgoXDU20YXXFajj561jaMib5mX+T5VXmdcwznhhlIPDlZXe5PeYF5IjT3p/sZy4/NeG17qH2ysrw2vra2TaNyvqOlo/5tGvujkIXB7VP90BM7dIw+PfWcUHvloitvnnbRlea+pPdtD+/h8tse570nr+T045Y3ejgiIk1lrktON0/cMTM/sBE40znnzOxa4HRgOXCjc24UGDWzfjNbC7wB+OvKy6/Bq2IrXC9S5VLZ2wbuOVssaqvMhX3tleyzmjDcFgvTfWhbTXCeuh8kFCwTzI/DWJJyMkkpsZviUIJSMuG1X1RVlYuJBIV0mtRsnxsK4e/qmqwutxy5ZqqqXF1djscJxGJYNLrfIbVYLjKYqWrTqITm3endNcfT2zQMozvSTV+0j5XtK9nUt6mmRWOiEh0NRvdrPHOqVITkE1WV6ImLrjxWddGVEHSvhdUvnQrQvcdCx2GLanHhfBgcz3H+D+/nmL42PvXGYxs9HBGRpjNn4do55/Cq093AOrxWkGTlPMAuYDMwDFSVotiFF7hXVp2fOCcNVr1X8l4vT72feyWbQUs0ONliEV0WqvQlT7VchFuDNcctrUGCvhKl4WEvDA8lKCV3URwaorQzSTExRCmRpDQ0RC6ZJD00RDk1W1QGgsGp3TDicUKrVk0dT6sq++Nd+Fr3PyxXyxQz0xYF1gbo/nQ/Q9khyq62RSXoC04G5Bf0vKAmME8E6K5IF0HfAt1qzTnvUt81legt3tZ3ExddwbyLrvQdCxvOrATp47xz83zRlcXIOccF197PaLbAle9/MeHgXi6AIyIic2Y+/7VyQHHacel5np84N4OZfQD4AMDKlSvrO+IlzDlHPlPc+3Zv0/dOrhzvc69kg5ZIVbW4LUhHb5RwW5BwNFC1qM/b/SLcFvBCdSSA+QxXKFBMJilNVI+HvLaL4sNT1eR0IsFY5X55bGa7AwCBgFdVroTjyGGHVS3um7nIz9fWVpf2B+ccI7mRmsBc3Z4xEZ5H86MzXtsebJ/sZz46dnRNYJ5o1ehs6Wxsm8b+SCdmVqIHtkKuatlE+wovRK/ZPFWJ7lm7IC66slhdceeT3LJ9D59/y3GsW76s0cMREWlK8xmuh4CuquMVwA7gGWDDXs6vALZXnZvBOXc5cDnApk2b9nGJjKXJOUchW5qsENe2W3jheLaFfbn0c++VXB2Gl3WFJyvGs7VchFuDhKIBfFU7ErhikdLwcKWqPOBVlZ+eqiqPJYZIVqrLxWSS8she1qv6/fhjsck2jPBxx87ehlHpX/Ytq/+WbsVykaHMUM0iwOrAPHE+V6pdpGgYXZEueqO9HN5+OBv7NrK8dfmMHucF1aaxP/Ipb3Fh9cLCgS3ezh0Twp3ehVZe+I6pSnTvOu9iLFI3W3aN8uWfbePV63s5++RVjR6OiEjTmrdw7Zwrmdl9lUWMtwHvBT6BF5o/bmafx2sFaXPO7TCzG/EWQ14E/Alw43yNtRGm75U8veWiprI87TnlfYTkYIu/pqWiOxauhOLaFovqxXyhaAC/f+b+vq5UojQy4oXhRJLS097ivsJQgkyydnFfKZGgNDLitQJM5/Ph7+ycXNDXsn4drfvYOs7f0YHN4X7D2WJ2n4G5P93PYGZw1jaNiXC8oWsDvYf31uym0RftozvavXDbNPZHqeBddKV6YeHAQ5B8islfZQQiXmg+6tW1fdHty9UXPccy+RIfuur3dEaDfOXtxy+e33CIiCxB893EeAFwNV4F+wrn3D0AZvYN4AG8rfj+tPLcbwNXm9ljlcfOmuexHrCJvZKn9x7PCMzp2n7lcnHvITkQ8lUF4QDxFa1TobiqxWJ6f7I/sPdQ6splLywnEl5V+ZEkmcQQ44kkpUQlQA8NUZwIzsPDs4dls8lLXgdiscpuGLNXlf3xuBeW/XPfC+qcYzQ/OmtPc3XrxkhuZsW8Ldg2WVlec8iaGYsC+1r7iLXEll6ImbzoylZq9owefATKlX22zQ/dR8OKE+GE91aC9HqIrQafenwb4fM3bOHxwRRXnnsS8dalt2e3iMhiYm62sLRIbdq0yd19993z+pn3/c8OnvzDYM2WcKXnsVdybf/xzBaL2sV7AQJ1WJg0etNNJK++Zqq6PDwMpdl34/B1dEzrUZ7lCn4Tj3V2YoGFsdjsv578L67Zfs1kmM6WsjOe0xXumnGhk4njiapza7C1AaNvoLu/B/deCQPboFC18LNz5VQFemKru+6jIbDvvbVl/vz8wWc578rfc97mI/nE69c1ejgiIk3BzO5xzm2a7bGFkYgWsWK+RLnsWNYdoXdVsKblYjI8Txy3BgmGGlfZc4UCLp8nuGolkRNO2GsbRiAWw4KLs5WhWC5SLBdZH1/P5sM2z7xaYKSHoH9xfm9zqpiDUCu86Jyqlo510NLe6JHJc0ikCvzR6hgfO/2YRg9FRERQ5VpEZNErl13NYmIREZlb+6pcz90qMRERmRcK1iIiC4fCtYiIiIhInShci4iIiIjUicK1iIiIiEidKFyLiIiIiNSJwrWIiIiISJ0oXIuIiIiI1InCtYiIiIhInShci4iIiIjUicK1iIiIiEidKFyLiIiIiNSJwrWIiIiISJ0oXIuIiIiI1InCtYiIiIhInShci4iIiIjUicK1iIiIiEidKFyLiIiIiNSJwrWIiIiISJ2Yc67RY6gbM9sDPDVHb98NDM7Re8vCprlvXpr75qW5b16a++a1P3O/yjnXM9sDSypczyUzu9s5t6nR45D5p7lvXpr75qW5b16a++ZVr7lXW4iIiIiISJ0oXIuIiIiI1InC9fN3eaMHIA2juW9emvvmpblvXpr75lWXuVfPtYiIiIhInahyLSIiIiJSJwrXFWbmM7N/MbMdZna/mb3UzNaY2e8r5y6peu65ZvakmT1sZqc1ctxy8Mys3cyuN7PtlfneqLlvLpU///9rZq/T3DcPM7vbzLZVbldr7puHmX3AzJ6ozOkbNPfNwcy+UPVnfpuZPWtmJ9V97p1zunmtMW8D/gMw4FjgD8B1wJsq524ETgV6gW3AMmA1sLXRY9ftoOf+IuDCyv03ADdo7pvrBnwUGAJep7lvjhvgB3457ZzmvgluwBHAA0AbsAZ4RHPffDdgPfDzuZj7wPPI381iOfCvzvuJbzGzHiAGnOmcc2Z2LXB65Xk3OudGgVEz6zeztc657Y0buhykXwCPV+53AmPAS9HcNwUzOwJ4Dd5/qvzARjT3zWAF8OzEgZlp7pvHm4ErnHPjwLiZvQsvYGnum8s/ABcA11PnuVdbSIVz7hvOuZ8AmNmfA8NAohK2AXbh/bBXAk9XvXTivCxSzrnfOOf6zexe4Ergp0BSc980vo5XuXZ4V+fS3DeHVcDxlTbAu4CXoblvFkcBK83sLjO7r3KsuW8iZvYyIAvsZg7mXpXrKmbWClwGnAK8D/hm1cMOKFW+Fmc5L4ucc+5EM9sMXAEkqh9Cc78kmdmfAXc557abGex9jjX3S08K+A7wDWADcCewpepxzf3SFcH7zcVm4HDgfmBr1eOa+6Xv/+BVrufk73xVrivMLAr8GhgHNgH3AF1VT1kB7ACeqdyffl4WKTO71MwOA3DO3QqE8SqYEzT3S9crgbPNbBvwVuBivF67CZr7pWsb8E/OuYJz7l7gQeD4qsc190tXErjeOZd1zj0CPAScUPW45n4JM7N2vP9Y/QpvrU3ds57C9ZTzgNudcx+t/IErAfeZ2amVXrz34jW6/wJ4o5lFzGwt0Oac0x+2xc0PvBPAzE7B67++V3O/9DnnznHOHeOcW4fXc/nnwD2a+6bwYeDvAczsSLyFSz/T3DeFXwKvMzO/ma0A2tHcN5NT8PJeaa6yntpCpmwEXmFmp1edexNwNd7/aq5wzt0DYGbfwFtpnAf+dL4HKnV3MfDvZnYeMIgXsPJo7pvVBWjum8E/4f25fxQYAc4F+tHcL3nOuZvM7GS8inUGr0VgF5r7ZnEKXnfChLr/na8rNIqIiIiI1InaQkRERERE6kThWkRERESkThSuRURERETqROFaRERERKROFK5FREREROpE4VpEZIEws9VmljGzbVW3q83slWZ29UG+91oz+6yZfd3M/qbq/N1m9oWq41vM7E0H+VlfMrOdZrbFzM6onLvMzHoO5n1FRBYDhWsRkYXlfufcuqrbu+r0vp8Dvg3cDrwYwMyW4V2RcnPl2IATgTsO9EPMbCNwOnAkcCpwiZmFgO8CnzmI8YuILAoK1yIii4iZ7a66P1HVvszMLquc++fqynTl3CFAp3PuWeDXwB9VHno5cAPQaWYRYC3wjHMuMe31e8zse2a2w8wuMbN/M7PHzewrswzxcOBfnXN551w/kAD6nHMPACebWbguPwgRkQVKV2gUEVlYjjezbVXHfwmUnuM1nwEeNLM7gFfgXdq72mYqVyRzzu0ys5KZ9VXO3wL4gZcAK/Aq29N1A98D/i/eVUzPAM4BHjezzzrn0hNPdM79dOK+mb0WiAHPVE49hBfsf/0c34+IyKKlcC0isrDc75w7ufqEmb1yXy9wzo2a2YXANcBrnXOFaU85HBioOr4DL+S+Avga3r8FrwQ6mD1cjzrnbq+MZRT4pXOuZGZJoN3MrgcOBa5zzn3SzAJ4bSjvAd7unCtX3qcfWI3CtYgsYQrXIiKLV6Tqfh+Qxeuhns4HWNXx7cCrgLBzbsDMbgU+CASBS2d5fab6wDlXrDo059xpkwdmPuB6IAmc4Jwbrn5p5SYismSp51pEZHHxmVnEzDqAU2Cyp/pDwGuAL5lZ+7TXbMML3xNuB86tfMU5twvoAnqdc08c5PjOAPLOuXdPC9bgBf+nD/L9RUQWNIVrEZHF5e+Am4Gr8XqYAb4K/KNz7g7gJ8zcleNOYGPV8RagAPyq6txvgLvrML6NwEnTthM8tPLYBuCuOnyGiMiCZc7pN3QiIkudmV0FnF/ZMaQRn/8C4Dzn3F824vNFROaLKtciIs3h08B5Dfz89wNfeM5niYgscqpci4iIiIjUiSrXIiIiIiJ1onAtIiIiIlInCtciIiIiInWicC0iIiIiUicK1yIiIiIidaJwLSIiIiJSJ/8f/zD0tZBEyUoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(12,8))\n",
    "plot(aod0_00.DirDownFlux, aod0_00.pressure,\n",
    "     aod0_25.DirDownFlux, aod0_25.pressure,\n",
    "     aod0_50.DirDownFlux, aod0_50.pressure,\n",
    "     aod0_75.DirDownFlux, aod0_75.pressure,\n",
    "     aod1_00.DirDownFlux, aod1_00.pressure)\n",
    "gca().invert_yaxis()\n",
    "xlabel('Flux (W m-2)')\n",
    "ylabel('Pressure (mb)')\n",
    "title('Direct Downward Flux')\n",
    "legend(['0.0', '0.25', '0.5', '0.75', '1.0'], loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9b70c499b0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(12,8))\n",
    "plot(aod0_00.DifDownFlux, aod0_00.pressure,\n",
    "     aod0_25.DifDownFlux, aod0_25.pressure,\n",
    "     aod0_50.DifDownFlux, aod0_50.pressure,\n",
    "     aod0_75.DifDownFlux, aod0_75.pressure,\n",
    "     aod1_00.DifDownFlux, aod1_00.pressure)\n",
    "gca().invert_yaxis()\n",
    "xlabel('Flux (W m-2)')\n",
    "ylabel('Pressure (mb)')\n",
    "title('Diffuse Downward Flux')\n",
    "legend(['0.0', '0.25', '0.5', '0.75', '1.0'], loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9b519a5320>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(12,8))\n",
    "plot(aod0_00.NetFlux, aod0_00.pressure,\n",
    "     aod0_25.NetFlux, aod0_25.pressure,\n",
    "     aod0_50.NetFlux, aod0_50.pressure,\n",
    "     aod0_75.NetFlux, aod0_75.pressure,\n",
    "     aod1_00.NetFlux, aod1_00.pressure)\n",
    "gca().invert_yaxis()\n",
    "xlabel('Flux (W m-2)')\n",
    "ylabel('Pressure (mb)')\n",
    "title('Net Flux')\n",
    "legend(['0.0', '0.25', '0.5', '0.75', '1.0'], loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1144343c8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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rPzDm2042xqQDfwcMN8b8j4Yw/g3W2t8Av4H6Z7Kbb1yJp/whw8kfMrzJWsmxQgoWLaHiyFlidSlYk03Q2Z+6Cie7lsPepZ/gDvsxzjLcXcNk39mfcbMeVqWgiIiI3DLxCNlX2uPyW0OxtfYs8GLLjSNtTVaf25jz5/+tydrZsmI2L1pE+YFiosEkYmQRdI2jrtrN+bXw1aov8IT84CjF3SVAt8G9GD/3EVUKioiItBMrVqzg5ZdfJhqN8vzzz/Pzn/+8yfE1a9Ywe/Zs+vTpA8C8efOaZdOZbxOPkO0Hci557QNK4jCHtCPpPbJ58MWXmqxVV1WycfEHlO0+SuScF0sPQq6RBOoSuLANjhVsxxMsxZhinCnVdO3XnXEPP0y3rJxv+RYRERFpjaLRKC+99BIrV67E5/MxatQoZs2axaBBg5qcN2nSJD766KNbMlM8QvZW4DZjTB+gGJgPPBGHOaSd69S5C/c9/SdN1kKBAJs+WkjR1v31lYK2O2HXEALhTtTsg6IvD+INrsHYEhzJVXTO68LIWQ/Rq9+gb/kWERERibeCggLy8/PJy8sDYP78+SxevPgbIftWaukKv3eAu4EMY4wf+Gtr7W+NMT8FPqG+UeR31tp9LTmHyEWehATueuRxuKRxPRIOs+2z5RzdsJ1AmcXGMr6uFDwMS//fMjzB3Q2VgudI6ZXEkOnTGHDnt/6UQEREpEP6ZcEvOXjuYLN+5oCuA/jL0X/5necUFxeTk/P1/xPt8/nYsmXLN87btGkTw4YNIysri3/+539m8ODBzTrrpVq6XeTxb1lfBixrye8WuVYut5uxD8xi7AOzmqzvWb+K/Z9voLY4iI2lE3P0IsQI6k7C5/9ZwxevvI8zWoTxniUx283AKRMYMuFunK52tZGqiIhIq3elzRWNafozwBEjRnDixAk6derEsmXLmDNnDoWFhS02k9KAyLcYOnEqQydObbJ2ePc2di5bSfXJamKxNGKOLEKOIdSVOdjwDmx5/SNckSKM5zTeTMgbN4JR9z+kSkEREekQrnbHuaX4fD6Kir4ur/P7/WRlZTU5JzU1tfHPM2bM4Cc/+Qnl5eVkZLRMCYJCtsh1yB82kvxhTXdP9R85xNYlS6k8fJZYLBXryCLgHEDdOSc7Pobdi1fgDvkxrlO40sP47hzAuJnzVCkoIiLSTEaNGkVhYSHHjh0jOzubBQsW8Pbbbzc5p6ysjO7du2OMoaCggFgsRnp6eovNpJAtcpN8ffvhu0Kl4MYPF3L2YAnRQDLW9CToGoe94ObAGvjq8/pKQeMoxdmlju5D+jBh3mOkdOkSn4sQERFpw1wuF6+88grTp08nGo3y3HPPMXjwYF599VUAXnzxRd5//31+/etf43K5SExMZMGCBd94pKQ5mSs9w9LWjRw50m7bti3eY4g0caGyko0L/8ipvceJVHixsR6EPDnEnF4ATCyMJ1iCMSU4U6pJH9CDcXPnkaFKQRERacUOHDjAwIED4z1Gi7vSdRpjtltrR17pfN3JFrlFUrp0YfqzP2yyFgwE2LT0A4q2HiBc7qqvFHQPJRBOpmYvnNxzsVKwGEen83Tp24WRM2eTc1v/OF2FiIiIXAuFbJE48iYkcPej34dHv16LhMNs/fRjjm7cSfCUxdpuRJwDiERTqT0ES/65CE9wBw57sVIwmWEP3Ee/4aPidyEiIiLShEK2SCvjcrsZ9+Acxj04p8n67nWrOPD5OmpLwlibQdTRm3BDpeDK/7jAmuAfccb8GO9ZkrJcDLxnMsMmTf2WbxEREZGWpJAt0kYMmzT1G6H50I4Cdn/yGdUna+orBU02Iccw6spg/Vuw+fcLcUX89ZWC3SFvwp2MmvagKgVFRERamEK2SBvWb8Ro+o0Y3WStqPAg25Z+ROWRc8Sinb+uFDzrZMcS2P3hxUrBMtzdouSMHMj4mQ/jSUiI01WIiIi0PwrZIu1Mzm0DyPmLAU3WzpQUsXnhIs4eLCUa6IQ1WQRd46mrcrPvczjw6aqGSsEynGkBeg7tw7g5j6pSUERE5AYpZIt0AN2ycpj50p82WTtfUdFQKXiCSGUC0IOgaxSxWi+Fm+HIhs24QyUYU4oztYaMAT0ZN28e6T2y43MRIiIi32HFihW8/PLLRKNRnn/+eX7+8583Of5P//RPvPXWWwBEIhEOHDjAmTNn6Nq1K7m5uaSkpOB0OnG5XDRHFbR6skWkUV1NDZuXLsS/42B9pWC0B2G3j6grCQATi+IJleKgBNOpii590xk1axa+vv3iPLmIiMRLa+jJjkaj9OvXj5UrV+Lz+Rg1ahTvvPMOgwYNuuL5S5cu5V/+5V9YtWoVALm5uWzbtu07t1hXT7aI3LDE5GSmzH8S5n+91lgpuGEHwdNgY5mE3QOIRFKp/QoW/z8n8QS34bTFmKQKOvXuxPAZ08kfemf8LkRERDqUgoIC8vPzycvLA2D+/PksXrz4W0P2O++8w+OPP96iMylki8h3ulKlYDQaZe/6tRxYtY66kjA2lkHE1YewvZPa4/DJv1exOvgejmgxJqGcpGwvg+6dxNAJU+J3ISIi0uLK/v7vCR442Kyf6R04gB5/9VffeU5xcTE5OV/vkOzz+diyZcsVz62trWXFihW88sorjWvGGO677z6MMfzoRz/ihRdeuOm5FbJF5Lo5nU7uuGsqd9zVtFLwqx0F7F6+kpqiWmKxrsScDZWCpbDuTcvm336IM+LHeM7g7WHInziSO+95QJWCIiJyU670+LMx5ornLl26lAkTJtC1a9fGtQ0bNpCVlcXp06eZNm0aAwYMYPLkyTc1k0K2iDSb/iNG0/+ySsGTX+1n29KPqTpa0VApmE3AOYi6cgfbFsGuPy7HFS7CuE/jzojSa/Qgxj04T5WCIiJt0NXuOLcUn89HUVFR42u/309WVtYVz12wYME3HhW5eG5mZiZz586loKBAIVtEWrde/QfRq3/TZ+JO+0+yedEizn1VRizQiZjJIuicQF2Viy9XwoHln9d3eTvLcHUN0nNoHuPnPkpyauc4XYWIiLRmo0aNorCwkGPHjpGdnc2CBQt4++23v3FeVVUVa9eu5Q9/+EPjWk1NDbFYjJSUFGpqavj000/5xS9+cdMzKWSLyC2X6evFrJ/+rMla1dlyNi76gNNfniBamUjM9CTkGkNdjYcLm+Dw+k14QsUYR0Ol4MBsxs6bR3rmle9UiIhIx+FyuXjllVeYPn060WiU5557jsGDB/Pqq68C8OKLLwKwcOFC7rvvPpKTkxvfe+rUKebOnQvUV/s98cQT3H///Tc9kyr8RKTVqqupYdPSDynedpDwOQ822p2wO4eoKxFoqBQMlmAowZFynrT8DEbPmUVW7m1xnlxEpONoDRV+t4Iq/ESk3UhMTmbq/KeaVgqGwmxZvpTjW3bVVwqSScQ1iEgkhdqDsPAfTuANFmBsMSapkpTeKYx48AH6DrkjfhciIiIdjkK2iLQpLo+bCbPnMWH2vMa1SDjM7nVrOLR2I3UlEWwsg6irL2GbRt1xWPFv5/AE38UR9WMSzpHk8zJ42l0MGXdX/C5ERETaNYVsEWnzXG43d06dxp1TpzVZP7B1E3s/XUVNUS022pWo00fIMZy6Evji9Sib/vOD+kpB7xkSeji5bdJohk+5T5WCIiJy09pVyDbGzARm5ufnx3sUEWkFBo4ax8BR45qsHT/4Jds/Wsb5o5XYaBdijmwCjsHUnXFQ8CHseHcZrrAf4z6FO8PSe8xgxs6Yo0pBERG5Lvrho4h0eKeLTrBp0UIqDp0meiEFa3sS8mZhHfX3IZyRuvpKQVdDpeCwfMbPfliVgiIi6IeP+uGjiMi3yMzpzew//bMma1Vny9m48GKlYFJ9paBzDHXVHi5sgMNfbMIdKsZhSnB0rqXbYB/j5z5MWrcecboKERFpTRSyRUSuoHN6Bg88/6Mma3UXqtmw5ANKdhYSOefG0oOQawTRYCI1O+DEtj14giswlOBMOU+X2zIZO3c2PXr1jdNViIh0DM899xwfffQRmZmZfPnll984bq3l5ZdfZtmyZSQlJfHaa68xYsSIFp1JIVtE5BolpnTi3u//AL7/9VooEKTgkyUc37yX0GmDtZlE3IMJRFKoOQAf7D+GN7gZhy3GJFWQ0qczIx6aQd6gofG7EBGRduaZZ57hpz/9KU8//fQVjy9fvpzCwkIKCwvZsmULP/7xj9myZUuLzqSQLSJyEzwJXibOfpSJsx9tXIuEw+z64nMOrd1CoLS+UjDSUClYexSW/6ocT/BdnFE/JvEcSTkJ3H7vFAaPnRjHKxERabsmT57M8ePHv/X44sWLefrppzHGMHbsWCorKyktLaVnz54tNpNCtohIM3O53Yy8535G3tN0W959mzfw5WdrqC2qJRZrqBQ0w6n1w5rXQmz4zWWVgneNYfhd01QpKCJtxrr3DlFeVN2sn5mR04lJj/W7qc8oLi4mJyen8bXP56O4uFghW0SkPRg8dgKDx05osnZ0/152frSc88eriEU7E3NkE7pYKfg+7HhnGa5wEcZ9Gk+3GL3HDGXMg7PxeLxxugoRkbbnSm16xpgW/U6FbBGROMobNIS8QUOarJWeOMqWRYupLCwnWtcJa7IIOvtTV+lkzyew7+OVuEN+cJXh7hoi+47bGDf3EZKSU+J0FSIi9W72jnNL8fl8FBUVNb72+/1kZWW16HcqZIuItDI9e+cx5+U/b7JWUX6KjR9+SPm+IqKBJKzpScg5lkC1h4Pr4dDa9XhCxRhTirNLXUOl4CN0yciM01WIiLQes2bN4pVXXmH+/Pls2bKFzp07t+ijIqCQLSLSJqRldOfBF37cZK3mfBUblyykdNdhIuc8WNudkHsE0UAi1dvh+NadeIKl9V3eKRfo2q8bY2fPI7NXbnwuQkSkhTz++OOsWbOG8vJyfD4ff/M3f0M4HAbgxRdfZMaMGSxbtoz8/HySkpL4/e9/3+IzacdHEZF2JBQIsGXZUk4U7CV0xmAjmURcOUTcnepPsDG8wbL6SsHkSlL7dOHOmTPIHTDkuz9YRORbaMdH7fgoItLueRISmDTvUSbNa1opuGP1Sg6vKyBQFsPaDCLO2wjHulB7BD7+1zN4ggtwRItxJJ0lyZfI0PumMHC0KgVFRG6UQraISDvncrsZfd8MRt83o8n63k3r2PfZWmr9AWysKzFnDgHqKwVX/S7Eulffb6gULCcxy0X/u8YydNI9qhQUEbkGCtkiIh3UkHGTGDJuUpO1w3t2sXP5CqqPXyAW7dJQKXg7daccbHoPtr71Ma6wH+M+jTfTkjtuGGMemK3gLSJyGYVsERFplD/0DvKH3tFkreTYEQqWLKGi8AyxQOrXlYIVTnYtg71LPsEdLsI4T+HuGib7ztsYN+tREpOT43QVInKrWWtbvHc6nm7kN4zt6oePxpiZwMz8/PwfFhYWxnscEZF2q+JUKRsXLaR8fzGR80nYWE9C3myso/6OtiMaxBPyg6MUd+cAmUNyGD/3MVK7psd5chFpbseOHSMlJYX09PR2GbSttZw9e5YLFy7Qp0+fJse+64eP7SpkX6R2ERGRW6/mfCUbFn1I2e6j9ZWCsR6EPD5izgQATCyMJ1jSUClYTdf+3Rk3dx7dsnvFeXIRuRnhcBi/308gEIj3KC0mISEBn8+H+7JH4xSyRUQkLkKBAJs/XsTJgn2Eyp3YcHfC7myijZWCUbzBMowtwZFcSee8NO6cOYPe/W+P7+AiItdAIVtERFqNSDjMjlWfUriugGCZxYa6EXVlE/Z0aTzHEzhV3+WdeI6UXkkMmX4vA+4cG8epRUS+SSFbRERavd3rV3Ng1Xpq/UFsMJ2ow0fY+/Uz3O7gOZzRIoz3LElZLvpPmcDQiVNwuvQbfhGJD4VsERFpkw7v3sHO5Z9SfeICtjaNqCObkKcbGAcArlAVrogf46mvFOwzfgSjp89UpaCI3BIK2SIi0m4UHy2kYPESKg+fJVaTiiWLoLcnGCcAzkgN7pAf4yrDnR4h+87+jJ/5MAmqFBSRZqaQLSIi7Vp5WTGbFy2k/EAp0aokrM0i5M26pFIwgCdUjHGU4uxSR/chuUyY+ygpaV3jPLmItGUK2SIi0uFcqPwYNUkAACAASURBVKpk46IPOLX7KJGKhEsqBb3AxUrBYowpxZlSTfqAHoybO4+MrJw4Ty4ibYVCtoiICBAMBNi89ENObt1PuNyFjXYn7PYRdTU8SmKjeAOlGEpwJFfRpW8aI2fNJOe2gfEdXERaJYVsERGRbxEJh9m2chlHNuwkeCqGDXcj4soh4k6tP8HG8ARP47AlOBLP0alXMsPun0a/EaPjO7iIxJ1CtoiIyHXavW4VB1ZtoLY4iA1mNFQKfv0MtydYjiNW3FgpOGDqRIZNnIpxOOI4tYjcSh0mZBtjZgIz8/Pzf1hYWBjvcUREpJ05vHMrO1d8RvXJamK1acQc2YS83RuPu0OVOCN+jOcM3u6QN34Eo+57SJWCIu1UhwnZF+lOtoiI3CpFhw+xbckSKo9UEKtOxZqLlYINXd7halxhP8Z1Cnd6BN/ogYx/cB7epKQ4Ty4iN0shW0RE5BYqLy1m08KFnD1YSux8MjGbRcjb87JKQT/GUYYrLUD3obmMn/MYKV26XOWTRaQ1UcgWERGJs/MVFWxa9D5le44TqUyAyyoFHdEQ7lAJDlOCI7WWjAE9GDt3Lhk9VSko0lopZIuIiLRCgbo6Ni/9gKJtBxsqBXs0VArWP0piYlE8wVIcFGNSztOlb1dGzZqNr2+/OE8uIqCQLSIi0mZEwmG2fvoxRzfuJHjKYkOZRNw5RNwp9Sc0Vgr6cSRV0qlXJ4bPuI/8YVf833kRaUEK2SIiIm1YLBZjz7o1HFi9nrriMDaYTtTlI+y5rFIw6scknCUp28vAe+orBUWk5Shki4iItEOHdhSwa8Vn1JysIVbXtaFSMLPxeH2lYFF9pWAPB30n3MnIe2eoUlCkmShki4iIdBAnv9rPto+WUXWkglhNKtZkE/T2uKxSsKi+UrBbjF4jBzJu5sN4EhLiPLlI29NhQrY2oxEREfmmM8Un2bRoMecOlhK70KmhUjAL63AB4IzU4Q75Mc4yXF0D9Biax/g5j9KpsyoFRb5LhwnZF+lOtoiIyHc7X3GOjR9+wKkv6ysFbawnYY+PmNMD1FcKekLFGFOKs3MNGQOzGDvvYdIzs+I8uUjroZAtIiIiV1VXU8OmpQsp3nGQULkbot0Ju3OIuhKBi5WCJRhKcKacp0t+OqNnzyKrjyoFpWNSyBYREZEbEgmF2frJRxzdtIvgabDhbkRcTSsFvcFTGFuMSaogtXcKI2Y8QN7Q4fEdXOQWUMgWERGRZhOJRNi7bg0HV2+grjSCDWUQdfoIe9Iaz/EEz3xdKehLYPC0SQwZNyWOU4s0P4VsERERaXEHtm1m7yefU11Uh61LI+bwEfJ2azzuDlXgjPgx3jMk9HCQP2kUI6bcr0pBabMUskVERCQuThzcz7alH3P+WCWxms4NlYLdL6kUvIAr7Af3KTzdovQePYSxD87B41WloLR+CtkiIiLSapwuOsmmRQupOHSa6IVOWNvzypWCrjKcaUGyhvdl/OxHSE7pHOfJRZrqMCFbPdkiIiJtU9XZcjYu+oDTe08SqUpsqBTMblIp6A4V4zAlODrXkjk4m3FzHyatW884Ty4dWYcJ2RfpTraIiEjbV1ddw6alH+DffojwOTdEexB2+y6pFIw0qRRM65fBmDlz6NErP86TS0ehkC0iIiLtQiQYYsuKjzi2eRfB0wbCmUTcOUTcnepPaKgUdDRUCqb0SWX4gw/Qd/Ad8R1c2iWFbBEREWm3IuEwu79YzVdrNxEojWKD6URd36wUdEb9kHiWZF8Cg6fdze1jJ8dxamkPFLJFRESkw9m/eSN7P1tNTVEdNtCVmCP7ypWCnjMk9HTS767R3HHXfaoUlGumkC0iIiICHNu/lx0fL+f8sSpiNV2ImSxC36gULMK4T+PpFqP3mCGMeXAOHo83zpNLa9RhQrbaRUREROR6lZ04zpbFi6g4dIZodcollYJOAJyRWtwhP7jKcHcNkTU8n3GzHyG5U2qcJ5d46zAh+yLdyRYREZGbUVV+hg0LP+DMl0VEzycRi/W4rFIwiCdUDKYUV5daug3Oqa8UzOge58nlVlLIFhEREblJtecvsHHph5TsLCRyzoON9iDszr6kUjCMJ1ha3+WdcoG027oxZu4ceuTkxXlyaSkK2SIiIiItIBQIUrB8Cce37CV0xmAj3Qm7fEQbKwWjeINlOGwJJrmS1NwuDJ85g7yBQ+I7uDQLhWwRERGRWyQSDrNr7WccWruFQFkMG8og6vQR9nRpPMcTaOjyTjhHck4CQ6ZNZdCYiXGcWm6EQraIiIhInH25eT37Vq6hxh/ABtIbKgUzGo+7g+dwRv0YbzmJWU763TWWYZPuVaVgK9ZhQrbaRURERKQtObJvNzs//oQLx6qI1XYhZrIJeTO/rhQMnccVKcK4z+DJtOSOG8rYB2bjcnviPLlABwrZF+lOtoiIiLRVJSeOULBoCRWFZ7DVqcTIIuTpeVmlYBHGdQpX1xC+O/sxbtYjJCZ3ivPkHY9CtoiIiEgbVnHmFBsXfkD5vmIi55OwsZ6EvNlYR/2jJPWVgn5wlOLqXEfmkF5MmPMoqekZV/lkuRkK2SIiIiLtTM35SjYuXkTprsP1lYKxHoQ8PmLOBOBipWAJDkpwpFbTtX8mY2fPIzOnd5wnbz86TMjWM9kiIiLSkYUCATYvW8LJLXsJlTux4e6EPT6iruT6ExoqBY0twZFcSee8LoyYOYPc/qoUvBFtOmQbY5KBfwdCwBpr7VtXe4/uZIuIiIjUi4TD7Fi1ksPrCgicimGD3Yi4fEQ8netPsDE8wTM4YsWYpHN0ykli6PR7GDByXHwHbwNaXcg2xvwOeAg4ba29/ZL1+4H/DTiB/7LW/qMx5img0lq71BjzrrX2e1f7fIVsERERke+2Z8MX7P98LbX+IDaYTtThI+xNbzzuDp5trBRMyHIx4O4JDJs0FafLFcepW5fWGLInA9XAGxdDtjHGCRwCpgF+YCvwODAbWG6t3WWMedta+8TVPl8hW0REROT6Hd69i53LV1B94gK2No2oI5uQp9sllYJVuCJ+jOc03kxLn3HDGX3/rA7b5f1dITsu/ypirf3CGJN72fJo4LC19iiAMWYB9QHbD/iAXYDjFo4pIiIi0qHkD7uD/GF3NFkrPnqYrUuWUFF4llgsBevIJuAcQN05Jzs/hj2LV+AO+cFVhjs9jO/OAYyf+TAJyclxuorWoTXd788Gii557QfGAL8CXjHGPAgs/bY3G2NeAF4A6NWrVwuOKSIiItJxZOflk/1nf9Fk7WxZKZsXfciZAyXEAknETBYh13gCF9wcWANffb4WT9CPcZbi7BKg+5DejJ/zGKldu8bnIuKgNYVsc4U1a62tAZ692puttb8BfgP1j4s082wiIiIi0iC9R08efPGlJms1VZVsXPwhpbuOEKlIwJoeBF2jidV5qS6Ao5u34gkWY0wJzpQaug7ozvi5D5ORlROnq2hZrSlk+4FL/yn7gJI4zSIiIiIi1yG5cxemPf0cPP31WjAQYPNHizhZsI9wuRNruxN230EgnETNXnh3z0G8gdUYinEkV9G5bxqjZs0k57ZB8buQZhK3Cr+GZ7I/uuSHjy7qf/h4D1BM/Q8fn7DW7rvez9YPH0VERERap0g4zPbPV3B4/XaCZTFsuBsRVw4Rd2r9CTaGJ3gahy3GJJ4jpVcyQ++fRv8RY+I7+BW0xnaRd4C7gQzgFPDX1trfGmNmAP9KfYXf76y1f3cjn6+QLSIiItJ2WGvZs341B1ZtoLY4dEml4NfPcHuC5Tiifoz3LEnZbgZMncjQCVNwOJ1xm7vVheyWppAtIiIi0vYd3r2Dncs+ofpkNbHaNGKObELe7o3H3aFKnBE/3cfHeOjFP7vl87W6Cj8RERERkavJHzaC/GEjACgq/IoNb/+RmmPHCXpGYB1uwp4uRJ0JVBZ9EedJv0khW0RERERanTPFfta88QfOH6nDhnsTTOgFZjwOdwhv4AgmoZiug9KY+tSzpKbPiPe436CQLSIiIiJxV3XuHKtff51zByqwQR9Bby7WMRrjiOK1x0mMriE1P5G7n3qKjOz74z3uVSlki4iIiMgtV1ddw6o/vMbpXaXE6noS8vQl5hwGJoaXIryR9ST3djDx+9/Dlz8t3uNeN4VsEREREWlxkWCI1Qvewl9whFh1JmF3X6KugcBAvKYYb2QL3swIox+ZxW3D7433uDdNIVtEREREml0kHGbjkg85unYP0ap0Iq58Iu7eQG885hTuyE6Su9YydOa9DJv0VLzHbXYK2SIiIiLSLLZ+spz9n2wgcjaViDOfiKcbcA9uxzlckf0kdK6i/z2jGfvg4/EetcUpZIuIiIjIDdm7cR27Fn1K6HQSUdOXsDcDmIrLdR53uBBvp7P0mTyECbMfw+V2x3vcW0ohW0RERESuyZE9u9n83kKCxS6iNo9QQg9gCk5XLe5QIW7HDrJG5zHl8afxeOfEe9y4UsgWERERkSvyHylk/VvvUnMiio3kEkzIBjMZhyuIJ3iYRPaSOawHU556luROD8V73FZFIVtEREREACgvKWHNm29yvrCWWLhX4wYwxhnGGz5KYmw1XQakMvWZZ+mS/kC8x23VFLJFREREOqgLlRWsev11zu47e8kGMKPqN4DhOInRL+jU18uUJ5+kW870eI/bpihki4iIiHQQgbo6Vr35Gqd2FhOr7UnIk0fMObRhAxg/CZGNJPaCcY8/Qm7/trcBTGuikC0iIiLSTkVCYda+9w5Fm74i2rgBTH+gP15TgjeyFU+3ECMffogBdz4T73HbFYVsERERkXYiEomweekiDq/ZRbQyrWEDGB/gw+M4gyeyG1daNUMemsrwu56M97jtmkK2iIiISBu2/bNP2Ld8PeHyTkSd+YQ9XYGpuJ0VuCIHSUitoP+9oxk74zEwJt7jdhgK2SIiIiJtyL7NG9mxaAXhsgSipi8hbzdgCi7XBdzhQjzJW+k1cRCT5z3e4TaAaU0UskVERERasaP79rB5wSLqig2xWB6hhJ7A3Q0bwBwmybGTnqNymfr4D/AkzI73uNJAIVtERESkFSk5foR1by6g5niEWDSXoDcbzEQcziCeyBES7ZdkDM1k6lPP0ilVG8C0VgrZIiIiInF0tqyU1a+/yfnDNcRCFzeAGdewAcyx+g1g+qdw9w9+QNdu2gCmrVDIFhEREbmFqisrWPXmG5TvLccGswl6+2AdI8ERJcGeIDHyBcl5biY//QQ9tQFMm6WQLSIiItKCgnV1rPrDm5TtOHnJBjBDLtkAZhMJOTHGPf4IfQZoA5j2ol2FbGPMTGBmfn5+vEcRERGRDioSCvPF+ws4sfEgsQvdCLvzibrygXy8phRPeBve9CAjHr6fQaOeife40kKMtTbeMzS7kSNH2m3btsV7DBEREekAYrEYmz9aTOHn24k0bgCTAoAneAZn7AiuzAvc/sBkRkzVM9XtiTFmu7V25JWOtas72SIiIiK3wo5VK/ny4y8In+1E1JFP2JNG/QYwlfUbwKRUkD/1TsY9+AgOpzPe40ocKGSLiIiIXMXBrZvZ9uFyQqXephvAOC/gDh+u3wBmfH8mP/KkNoARQCFbRERE5BuO7d/Hpnc+IOA3xGwfgglZwF04XXW4Q4UkmZ10vzOHe554Fm+SNoCRb1LIFhERkQ6v7MRxvnjzHaqPhYhFehNM8NVvAOMK4gkeJdHuJ31IBlOfepaUzg/Ge1xpAxSyRUREpMOpOHOaVa+9QdWhC9iQj6A3F+sY07ABzHESo6vp3D+Zu59+hvTu+rGiXD+FbBEREWn3as5X8fkbb1C+9zQ2cHEDmBENG8CcJCH6Bcm93Ex6cj5ZudoARm6eQraIiIi0O8FAgNVvvUnp9hPEaroT8uQTcw4GMxgvRXjDm0j0xRj7vbnk3a4NYKT5KWSLiIhImxcJh1n3wXuc2HCA6PmMhg1g+gJ98ZpSvOFteNID3DF3OreP+UG8x5UOQCFbRERE2hxrLZuXLeHQym1EKjo3bADTE+iJx1GOO7yHxM4XGPzABEbe+/14jysdkEK2iIiItAm71qxiz0erCZd3IuroS9jTFZiC21mJO/wV3pQK8qcMZ9yDD+N0KeJIfOk/gSIiItIqHdq+la3vf0ygzEOMPoS83anfAKYaV7gQd9JWcsb14+7HnsLl9sR7XJEmFLJFRESkVThx8AAb33mfuiKIxXIJJmQDk3E66/CEDpNkdtN9hI+pTzxDQvKseI8r8p0UskVERCQuThWdZO2bb1N9JEAsktuwAcwEHM4QnsgREmMH6Hp7V+556jlS0rQBjLQtCtkiIiJyS1SdKefzN96g8mAlNpTTsAHMaIwzgjd8jMToalL7JXH300+T0eP+eI8rclMUskVERKRF1F24wGdvvM6ZvaewdVmEPH2IOe8ARwwvJ/FGviA518XEJ+fjy7sv3uOKNKt2FbKNMTOBmfn5+fEeRUREpMMJB0KseudNSrYeI1bdnZC3LzHnIGAQXvx4I5tJ6BFl7KNzyBt6b7zHFWlRxlob7xma3ciRI+22bdviPYaIiEi7FgmHWb/wfY6v20f0fHrDBjDJAHgCZTg5grt7HXfMnsaQ8VPiPK1I8zPGbLfWjrzSsXZ1J1tERERajrWWLcs/5quVm4mc60zEdRsRd3egO27HWTzhvThTzzNg+jjGTH8i3uOKxJVCtoiIiHyrXevWsGfJKsJnkog68hs2gJmK21mFK3IIb6dz9L17KONnPqYNYEQuof82iIiISKPCnTsoeH8JwRI3UfIaNoC5G5ezGnf4MO7ErfjG5nP3/Kdxu73xHlek1VLIFhER6cBOHj7Exrf+SM2JGPayDWDcoSMkmj1kDuvJPU89S6I2gBG5ZgrZIiIiHciZEj9rXn+LC0fqiIV7EUzoBWZcwwYwR0mKfUbaoDSmPvUcqenaAEbkRl1TyDbGOIBhQBZQB+yz1p5qycFERETk5lVVnGP171/n3MEKbNDXsAHMKIwjgtceJyG6htTbEpjy1FNkZGkDGJHm8p0h2xjTF/hL4F6gEDgDJAD9jDG1wH8Ar1trYy09qIiIiFxdXU0tq954jVO7S7F1PQl58og5h4G5uAHMepJ6GyZ+/3vk5GsDGJGWcrU72f8L+DXwI3tZobYxJhN4AngKeL1lxhMREZHvEgmGWL3gLfwFR4hVdyfsziPqGgAMwEsxnsgWEjLDjHp0Jv3ueC7e44p0GN8Zsq21j3/HsdPAvzb7RCIiIvKtIuEwGxcv5OgXe4hWpRN29yXq6g30xmNO4YnswN21lqEz72HYpKfiPa5Ih3Wtz2QnAD8BJgIWWA/82lobaMHZrpu2VRcRkfao4JPlHPhkI5GzqUSc+UQ8GcBU3I5zeML7cKZW0f/eMYx9YD4YE+9xRYRr3FbdGPMecAH4Q8PS40CatfbRFpzthmlbdRERacv2rF/H7iUrCZ1OImr6EvamA+AKnccdKcR0OUve5MFMmD0fl9sd52lFOq7m2Fa9v7V22CWvVxtjdt/8aCIiInJ4z262vLeIQLGTmM0jlNADuBunqwZPqBC3cztZo/ow5fEf4PHOife4InINrjVk7zTGjLXWbgYwxowBNrTcWCIiIu1X8eHDrHvrXWpPRInFcgkm+IBJOFwBPMEjJLKHbsN6MPXJZ0lOmRnvcUXkBlytwm8v9c9gu4GnjTEnGw71Ava38GwiIiLtQnlJCWve+APnD9decQOYxOhndBnYmak/eIYu6TPiPa6INIOr3cl+6JZMISIi0o5cqKzg89de59z+c8SCPkLeXKxjJMYRxWuPkxhdQ6e+Xu5+8kkyc7QBjEh7dLUKvxMX/2yMSQNyLnvPiW+8SUREpIMJ1Nbx+Zuvc3pXMbHaixvADAUTI4Gi+g1gesH4Jx6ld79p8R5XRG6Ba63w+5/AM8AR6h8foeHvU1tmLBERkdYrEgqz5r13KNp0iFh1JiF3X2KufkA/vBTjjWzB0y3EqIcfov+dz8Z7XBGJg2v94eNjQF9rbaglhxEREWmNIpEIm5Ys5sjaXUQr04i48om4fYCvfgOY8E7cabUMnXk3d0zWBjAicu0h+0ugC3C6BWcRERFpNbat/IT9K9YTPptKxNGXiCcNmILbcQ5XZD8JqZX0u3c0Yx/4HsbhiPe4ItLKXGvI/gfqa/y+BIIXF621s1pkqhukHR9FRORGfbl5I7sWfkLwVELDBjAZwBRczvO4w4V4O5XTe+JgJs19XBvAiMhVXeuOj/uA/wD2ArGL69batS032o3Tjo8iInI1R/ftZfM7C6krdlyyAQw4I7W4Q4U4Op2i58jeTH3iGTwJiXGeVkRao+bY8bHcWvurZpxJRETklio5foR1b7xL9YkINtqbYEIOMBGHK4gneLh+A5gh3Zny1LN0SlWDrYjcnGsN2duNMf8ALKHp4yI7WmQqERGRm3S2rIw1b7xJ1aEaYuGchg1gxmKcYbzhhg1gBqQw5QfPkJbxQLzHFZF25lpD9vCGv4+9ZE0VfiIi0mpUV1by+euvc27fWWLBbILeXKzjzq83gImsJTnPw11PP0GPnOnxHldE2rlrCtnW2iktPYiIiMj1CNbW8fkf3uTUziJitT0aNoAZAiaGFz8JkY0k+GKMe/xh+gzUBjAicmt9Z8g2xjwJvG2tjX3L8b5AT2vt+pYYTkRE5KJIKMza99+laONBohe6EXb3JerKB/LxmhK84QI8GUFGzHuAQaOeife4ItLBXe1Odjr11X3bge3AGSAByAfuAsqBn7fohNdBFX4iIu1HNBpl80dLOLxqO5HKrkRcfYm4s4AsPI4zeMK7caVd4PYHJjNi6pPxHldEpImrVvgZY5zUP3s9AegJ1AEHgOXW2pMtPuENUIWfiEjbtGPVZ3z58ReEz3Yi6sgn7OkCgDtUgTNaiDOtgn73jGTsjHk4nM44TysiHd1NVfhZa6PAyoa/REREms2BLZvZvnAFoTIvEZNH2NsNuBuX8wLucCGe5DP0mtCfyQ8/icvtife4IiLX7FrbRURERG7asf372PTOB/UbwMT6EEroCUzG6arFEzqM27GD7iN6cc/3n8WbODve44qI3DCFbBERaTFlJ47zxZvvUH0sRCyaS9CbDWYiDmcQT+QIibG9pA/JYOoP/oQUbQAjIu2IQraIiDSbitOnWPX6m1QdukAs1KthA5gxDRvAHCMxuorUAZ2Y8tQzpHfXBjAi0n5dU8g2xnQH/h7IstY+YIwZBIyz1v62Rae7TmoXERG5tWqqzvP5G29Q/uVpbCCLoLcP1jECHFES7In6DWD6uJn0/flk9dEGMCLScVy1XQT4/9u77zip6nv/46/PzE6jrVJUEBAExYICuoCdYjQ2ghVbNMbceL2JSUzuL8WYxBJjSTRRE5NcTezGrhEVFRV7Q0BAmgERpAkK0nfq+f7+mDPL7LrAArN7dmffzzz2sWe+p713DmM+3zPnnC9m9hxwF3C5c26AmVUAHzjnDmjsgNtDTxcREWkcqWSKV+6/l2WTPy0aACYGziOWXEwo9AnxHh6HnnkqvfcftPUNioi0YDv0dBFfZ+fcI2Z2GYBzLmtmuZIlFBGRZimbzvDGE4+y8K1Z5NZ2JhPpS66iD9CHmC0jmnmfWOckA0/+Ov2HXhB0XBGRZqOhRfYGM+sEOAAzOwRY02ipREQkEJ7n8d64Z/jopYnkvtyZbEVfspHdgN02DQBTuY79TjiCqqPPDTquiEiz1dAi+yfAWKCPmb0FdAFOb7RUIiLSZKa+OoHpz75K5vN25EJ9yER3BkYSCa8mkplDrN0q+o4cxKEnnk64QvfLi4g0xFb/a2lmIfJDqQ8D+gEGfOScyzRyNhERaQT/mfQ+Ex8fR/qzCDn6kK41AMw8Im0m0uOwvRh2xnlEIrGg44qItEgNGfHRM7ObnHOHAjObINN209NFRES+auGc2bz94GNsXGRFA8AcSThcTSQ9lzY2hV0P6s7Icy8k3kYDwIiIlEJDny5yFTAdeMI1ZIWA6ekiItKafbboU96491+sm5/Cy+5BKt4dLEQolyKamo/FF9Nx/44cfd6FtO/YKei4IiItVimeLvIToC2QNbMk+UtGnHOuQ4kyiojIdlr9+RdMuPdeVs9Zg5fuQSq+B9gQfwCYBSRyr9B+7wQjzr+AzrtpABgRkabQoCLbOde+sYOIiEjDbFy7lpfvu4/Ppy8vGgBm4KYBYDKv06Z3mCPOOYvufTQAjIhIEBo64uNR9bU7514vbRwREakrnUzzyoP3s/T9T/A27Eo62gcvvC/YvsRYRCzzNvHuOQ454xT6HHhM0HFFRISGXy7y06LpODAEmAyMLHmiOsxsT+ByoNI5t8XHBurGRxEpB9lMhjeffJwFb8woGgCmF9CLmC0jlplEpFM1A0cfwwGHfivouCIiUo8G3fj4lZXMegC/d86dvV07NbsTOAlY4ZzrX9R+HHALEAb+4Zy7vmjeY1srsgt046OItCTOOd57bhwfvfgu2VWV/gAw+VteoqkvCHnzqOi8ln2/fihDjtXTP0REmotS3PhY12Kg/1aX2ry7gb8A9xYazCwM3AYc42//fTMb65ybtQP7ERFplqa+8SrTx04g83lbfwCYjsAIfwCYj4i1W0Wf4QM4bNQYDQAjItICNfSa7D/jD6kOhICBwLTt3alz7nUz61WneQgwzzk339/nQ8BoQEW2iLR4cz+YwnuPPUNqaQUee5KO7UJ+AJj1RDJziSTep/shfRl+1vkaAEZEpAw09PRI8bUXWeBB59xbJc6yO7Co6PViYKiZdQJ+Bwwys8ucc9fVt7KZXQRcBNCzZ88SRxMR2Tafzv0Pbz/wKBs/9fC8XqTiuwNHEA5XE03Po41NpcvArhx97rdJtPtG0HFFRKTEGvoIv3sK02a2M9CjEbJY/bt2K4GLt7ayc+524HbIX5Nd4mwiIlu0YskSXrvnAdbN8xRo9QAAIABJREFUr8bLFAaAOZRQOE00+zEJbxYd99uJEed9h8pOJwYdV0REGllDLxd5FfiGv/xU4HMze80595MSZllM7eK9O7C0hNsXESmZNatW8crd97Bqzmq8VHfSsV64UBUWyhJzn+QHgNkrwYjzzqNzt+OCjisiIk2soZeLVDrn1prZfwF3OeeuMLPpJc7yPrCXmfUGlgBnAeeUeB8iItulev16Xr7vPlZMW4ar7koqticuNADMI86nxLKv02aPEEd880x69Dk26LgiIhKwhhbZFWbWFRhD/pnVO8TMHgSGA53NbDFwhXPun2Z2CfAC+Uf43emcm7mj+xIR2R7pZJpXH/4XSyZ+jLd+F38AmH5AP2IsJpZ5h3i3DIPP+AZ7D7ww6LgiItLMNLTIvpp88fumc+59f4CYudu70809X9s5Nw4Yt73bFRHZXtlslrefepL5r00nt6ajPwBMT6AnUfuMWGYykZ03cuDooxlw+PlBxxURkWauoTc+Pgo8WvR6PnBaY4USEWlszjkmjn+eOc+/Q/bLDmTDfclGOgEjiIRWEs18SLjDGvY55hCGHnc2WH33ZouIiNSvoTc+/h64BqgGngcGAJc65+5vxGwiIiU1/c03mTb2RdIr2hQNADOcSGgNFZn/EGu7kt5H9eeIk8/WADAiIrJDGvr/Isc6535mZqeQfwrIGcArgIpsEWm25k2bxnuPPEVyaQUevUnHdgWG+QPAzCOSmMjuQ/Zk+FkXEI2dEnRcEREpIw0tsiP+7xPID0SzyvTVqYg0M4s/nseb9z/MhoX5AWDSRQPARNIfk2AaXQbsytHfvJA27TUAjIiINJ6GFtlPm9kc8peLfM/MugDJxoslIrJ1K5ct45V77mPtvGq8TE9S8R5FA8DMJ5F7kZ32reTob12oAWBERKRJNfTGx1+Y2Q3AWudczsw2AqMbN5qISG3rVn/Jy3ffw6pZX/oDwOxRNADMAuK5V2jfJ87w885jl+4aAEZERILT0Bsf2wDfB3oCFwHdgH7AM40XTURau+TGal6+716WT12C29iVdLQ3XvjAogFg3qBNT+PQc8fQay8NACMiIs1HQy8XuQuYDBzmv15M/pF+KrJFpGSyqTSvPPIQi9+di7d+FzKRPclV7AXsRYwlRLPvEdslzeDTTqTfQRoARkREmq+GFtl9nHNnmtnZAM65atOdjyKyg3K5HG8/9RQfv/qBPwBMH3IV3YHuRG050cwUIh03cMBJIxh41HlBxxUREWmwhhbZaTNLAA7AzPoAqUZLJSJla9L4F5j1/JtkVhUGgNkJGEE0tIpoZibh9mvo97XBDD3+TCwUCjquiIjIdmlokX0F+UFoepjZA8DhwAWNFUpEyseMd95m6r/Hk1oe9weAyY+qWBFaSyQzl1jbz9njiP048pRzqYhEtro9ERGRlmCrRbZ/Wcgc4FTgEMCAHznnvmjkbCLSAn384XTee/jfVC8J47nepOO7AUcRDm8gmplLRXwS3QbvwYizLiCWODnouCIiIo1iq0W2c86Z2b+dcwcDzzZBJhFpQZZ8PJ83HniIDQuzuFwvUvHuwBGEwkli6Y9JMJ3OB+7CyG9+m3YdRgUdV0REpEk09HKRd81ssHPu/UZNIyLN3sply3jl3vtZO3cDXrYnqVhPsEMIhdJEM/NJ5F5ip37tGXHBBezc+YSg44qIiASioUX2COBiM1sAbCB/yYhzzh3YWMFEpHlYt3o1E+65l5WzVuIldycd64ULHYyFcsS8BSSyr9B2zyjDzj+X3XpoABgRERFoeJF9fKOmEJFmI7Wxmpfuv58VHyzC27gb6eieeOH+gEecRcQyb5LoCYeefTq99zkm6LgiIiLN0haLbDOLAxcDfYEPgX8657JNEUxEmkY2neG1Rx9m0dsfkVvfhXSkD15FH6APMZYQy7xHtHOKg045jv2GfDvouCIiIi3C1s5k3wNkgDfIn83eD/hRY4cSkcaTy+V495mnmTdhMtnVHclW9CEb6QZ08weA+YDIzus54PgjGTRSA8CIiIhsj60V2fs55w4AMLN/AhMbP5KIlNqUl19mxrjXyKxsTzbUh2w0PwBMJLSKiuws4u2/pO/Igzn0xDGEwuGg44qIiLR4WyuyM4UJ51xWI6mLtAyz3n2XKf9+Pj8ADHuSiXUGhlMRzg8AE237Ob0O34cjT/smFZFo0HFFRETKztaK7AFmttafNiDhvy48XaRDo6YTkQb5ZNZM3n3wCTYuMTxvz6IBYDYSTc8lEprMbgf3ZOQ5GgBGRESkKWyxyHbO6XtjkWZo2YIFvHH/g6z7JFM0AMzhhMIpotl5JNx0Oh3QhZHnfZv2lScFHVdERKTVaegj/FoEMxsFjOrbt2/QUURK6svlK5hw732s+c86vHQPUvGeYEOxcIZYZj6J7Et06NeWEd+6gE676ImbIiIiQTPnXNAZSq6qqspNmjQp6Bgi223D6jW8dN99rPzwc7xUN38AmAjm5YglF2CRhbTds4IjzzmHbr33DjquiIhIq2Rmk51zVfXNK6sz2SIt2bvjnmP2028XDQCzH5hHjEXEM28T75Hj0DGn0ru/BoARERFp7lRkiwRsyssT+OD+SSSjB4GNIGZLiWUmEu2cZNApx7G/BoARERFpcVRkiwRkxjvv8N4dr5KqqMIqDiSRep19Tt+fw076ZtDRREREZAepyBZpYnOnTuONvzxDMlQFFQcTT73NPmf047CTrg46moiIiJSIimyRJrLgozlMuPERUgzGCw8hUT2R3qO6MuKMK4KOJiIiIiWmIlukkX326SLGXXsnqWwVXvgwEtVT2P3otnz9W5cHHU1EREQaiYpskUayavkKnrr6r6RSB5OrOJJEaipdDvMY9T8/CzqaiIiINDIV2SIltvbL1Txxxc2kNgwkGzmKRGoGO+2/jlMv/SWYBR1PREREmoCKbJESqV6/gUevuJHkl/3JRI8invmIjn0/4LSf/YZQOBx0PBEREWlCKrJFdlC6Os0jV97AxhX9yMSOJJ6dT/s9JjPm8qsIV0SCjiciIiIBUJEtsp2y6QyP/vYPrF/ci3TscOLep7Tp+AJjbrmKaCwedDwREREJkIpskW2Uy+V4/Lo/smbebqTjhxDzltKh/XOcftOvSbTtEHQ8ERERaQZUZIs0kHOOJ2+6lVUzOpCKH0yUFbRNjOO06y+j/U4apVFEREQ2UZEt0gDP3PZ3PpsYIpU4gIitom3FOL7xh5/QsctZQUcTERGRZkhFtsgWvHDnXSx+rZpkYh8i4dUkbBwnXv09du1xetDRREREpBkrqyLbzEYBo/r27Rt0FGnhJjz4EJ88v4Jkoj8VFetIeM9zzC8voEffU4OOJiIiIi2AOeeCzlByVVVVbtKkSUHHkBboraf+zZwn55OMDySc3UiUNxl+6ens2b8q6GgiIiLSzJjZZOdcvUVCWZ3JFtlek8aPZ9qD00hGBxGq2IdE+iWGXvx19h9yfdDRREREpAVSkS2t2odvvsnEf75BKlKFVRxAIvU6A799KAcNuzboaCIiItKCqciWVumjyVN466/jSIYHQ+RgYqm36X/W/gw9/uqgo4mIiEgZUJEtrcons2fxyk2PkbIheBVDSVRPZM/RPRh+2hVBRxMREZEyoiJbWoWl8+fz/A33ksoNxgsfRrx6Cj2PqeSY8y4POpqIiIiUIRXZUta+WLqUp6/5P1LpKnIVR5FIf8BuR1RwwkU/CzqaiIiIlDEV2VKW1qxcyZNX3kpq40FkI8NIpGfQ8cCNnPzDXwQdTURERFoBFdlSVjasXcfjV9xIcs2BZKLDSGTm0KnfF5z2/36FhUJBxxMREZFWQkW2lIXUxiSPXHkD1Z/vSyY2jHj2Yzr0nsoZl11BuEL/zEVERKRpqfqQFi2bzvDIVTewYWkf0rEjiXmfslPnFxlzxZVEIrGg44mIiEgrVVZFtpmNAkb17ds36CjSyLLZLI9feyNr5+9OOn4YMbeUDpXPc8afriCeaBt0PBEREWnlzDkXdIaSq6qqcpMmTQo6hjQC5xxP/P6PfDmrI6nEHkSTy4l2nMJpV/6Sdh12DjqeiIiItCJmNtk5V1XfvLI6ky3l7alb/8Lnk2OkEoOIhlbSNvocp/zup1R2OjvoaCIiIiK1qMiWZm/c/93BsrczJBP7EQmvpk3oOUb97hI6dzsj6GgiIiIi9VKRLc3WS/ffz8IXV5FM9KeiYh0J9wLH/epCuu15atDRRERERLZIRbY0O68//jhzn15IMj6QcGQnErkXGfG/Z9J7v9FBRxMRERFpEBXZ0my89/xzzHhoBsnYIEKRfYhnXuaI759Iv4OuCzqaiIiIyDZRkS2Bm/r6BCbf9R7JaBWhyAEk0q9z8H8dxYDDfxd0NBEREZHtoiJbAjN74ru88/eXSFYMhsjBxFPvMODcQVQdc3XQ0URERER2SFkV2RqMpmX4eMaHvHbzk6RsCF5kKInkRPY+tQ9HjP5N0NFERERESkKD0UiTWfTxXF684QFSbgheKEqiejK9TujCyLMuDDqaiIiIyDbTYDQSqBVLlvDsNf9HKjOYXMVRJDZ+QLfhcY678OdBRxMRERFpFCqypdF8+fnnPHXVraSqq8hGhhNPf0i3QVm+8f3/DTqaiIiISKNSkS0lt371ah6/4o+k1g0kEx1BPDOHzvuu5rT/vQzMgo4nIiIi0uhUZEvJJDdW8+gV11P9xf5kYsOJZz+mss+HnP7zywlX6J+aiIiItB6qfGSHZVNpHr7qejYu24t0bBhxbyHtdpnOmF//hopINOh4IiIiIk2urIpsPcKvaWUzGR675vesX9iTVPwIYt4SKnd+kTE3/4ZoPBF0PBEREZHA6BF+ss08z+Px629kzUe7kEr0JJpcTqzTVE6/8pe0aV8ZdDwRERGRJqFH+EnJPPmnP7FyajtSiSqioS9oG3ue0679Oe07nh10NBEREZFmQ0W2NMizf/sbn70LycQAIuHVtAk/z6jrf0TnXccEHU1ERESk2VGRLVs0/p67WTRhHcnE/lRUrKMNL3Dclf9F156nBh1NREREpNlSkS31evWRh/j42aUkEwMJRzaSyL3I135+Dj33Hh10NBEREZFmT0W21PLOs08x69GPSMYOIhTtQCL7MkddcjJ9B14XdDQRERGRFqOsimw9wm/7TZnwIh/cN4lktIpQ5EAS6dcZ/N8jOeCQ3wUdTURERKTF0SP8WrmZ77zFu3e8QqpiMADx9LsMOH8IB488PuBkIiIiIs2bHuEnXzF32ge8cetTpEKH4EWGkkhOZL8z9uGQk64IOpqIiIhIi6ciu5VZ+NFsXr7xIVIMxas4gkRyMr1P7MaIMZcHHU1ERESkbKjIbiU+W7iAcdf9k3R2KLmKYSQ2fkD3r7Xn2PN/HnQ0ERERkbJTVkW2bnz8qpWfLWPsb28jnRxMNjKCePpDulcZJ138v0FHExERESlbuvGxTK1dvYonfvMnUusHkY3uRHzjbDodtIGTL/1Z0NFEREREyoJufGxFqtet59ErbyC56kAysRHEs/PotPcsTv3pZYTC4aDjiYiIiLQKKrLLRDqZ4uErryW5fB/SsRHEvYW07zqDM375KyoikaDjiYiIiLQqKrJbuGwmwyO/vZ6Nn/YiFR9GzFtCZceXGXPlb4hGY0HHExEREWmVmn2RbWYnAycCuwC3OefGb2HZVnPjYzab5Ynr/8DauV1JJQ4nynLat3+RMTddTrxtu6DjiYiIiLRqgdz4aGZ3AicBK5xz/YvajwNuAcLAP5xz1xfN2xm40Tn3na1tv9xvfHzixptY9WEHUok+RFNfEKmcwmlX/YL2lTsFHU1ERESk1WiONz7eDfwFuLfQYGZh4DbgGGAx8L6ZjXXOzfIX+ZU/v9V6+ra/sOK9MMk2g4iEV9M2Mp7Rv/0RO3cZE3Q0ERERESkSSJHtnHvdzHrVaR4CzHPOzQcws4eA0WY2G7geeM45N6VJgzYTz995B0teqyaZ6E9FZC1tbDwnXvU/7NLj1KCjiYiIiEg9mtM12bsDi4peLwaGAj8AvgZUmllf59zf61vZzC4CLgLo2bNnI0dtGrlcjru/8weS8SGEIxtIeC9x7GXn073vyUFHExEREZEtaE5FttXT5pxztwK3bm1l59ztwO2Qvya7xNkC8cKdd5KMDyFe/TYjfnoCe/a/NuhIIiIiItIAoaADFFkM9Ch63R1YGlCWZmHZO8sxL8NRPzmGPfsfFHQcEREREWmg5lRkvw/sZWa9zSwKnAWMDThTYNavXk3WDiSenM5eA4YGHUdEREREtkEgRbaZPQi8A/Qzs8Vm9h3nXBa4BHgBmA084pybGUS+5uCZm28jG2lHfI81QUcRERERkW0U1NNFzt5M+zhgXBPHaZY2fJKgomItJ176w6CjiIiIiMg2ak6Xi4jvk5kzScX2J5KbSmWnXYKOIyIiIiLbSEV2M/TaHQ/hQhG6DKkMOoqIiIiIbIfm9Ag/8eW+7EnMlnL8dy8JOoqIiIiIbAedyW5m3nnmKZKJPoSiM6mIRIKOIyIiIiLbQUV2MzN77GRwHvufdkjQUURERERkO6nIbkaymQzZTH/i1f9h6NdHBx1HRERERLaTiuxm5Nm//Y1MrDMVnT8NOoqIiIiI7AAV2c3IFx+sJ5RLcfT3vhV0FBERERHZASqym4nVn68gEz6QaHo63fvuG3QcEREREdkBKrKbiWdv/iu5ija02ysZdBQRERER2UF6TnYzkVzckUj4S0669MdBRxERERGRHaQz2c3AnMkTScb3Jcw02rbrEHQcEREREdlBKrKbgXfuegosTI9h3YOOIiIiIiIloMtFmoHcur2I8SnHnv/doKOIiIiISAnoTHbAJjx0P6lET8JtPwKzoOOIiIiISAmoyA7YJy/NBZfjoHOOCTqKiIiIiJSIiuwApZJJct6BxKtnM+CIkUHHEREREZESUZEdoKdvuYVMdGeiXVcEHUVERERESkhFdoDWzHaEs9Uc98OLgo4iIiIiIiWkIjsgyz9dQDoygGh2Gl127xl0HBEREREpIRXZARn/53/ihWNU7q9DICIiIlJu9JzsgKSX70Y0/AWjfnBp0FFEREREpMR0GjUAU1+bQDLRj3D4Q6LxeNBxRERERKTEyqrINrNRZnb7mjVrgo6yRR889DJYiD5f3yfoKCIiIiLSCMqqyHbOPe2cu6iysjLoKJvleR656n2IVX/CsDPODTqOiIiIiDSCsiqyW4Lxd/2DVHx3KjrMCzqKiIiIiDQSFdlNbMlbyzAvy2EXnhp0FBERERFpJCqym9CGtWvIMoBYaiZ7DxocdBwRERERaSQqspvQ0zffQjbagUSP1UFHEREREZFGpOdkN6GNH7chXLGeE3/8g6CjiIiIiEgj0pnsJrJi0UJS0f5EsrOp7NQ56DgiIiIi0ohUZDeRRPtKIullpGIDeeR31wQdR0REREQakYrsJtJ+p50Y/pMDiKaXs3JBFY/9/vqgI4mIiIhII1GR3YT6Dqji8O/1IZJZyedzB/DvP90UdCQRERERaQQqspvYvkMOZ8h3u1GRWc1nM/dh7J9vDjqSiIiIiJSYiuwAHHj4CA4+vxPh3HqWTuvLs7f/NehIIiIiIlJCKrIDctDIYzlwTBtCuSSL3uvOC3fdEXQkERERESkRFdkBGnr8KPY/2Qi5DAve3IUJD94bdCQRERERKQEV2QE7fPRp9DshBc4x78V2vP7Eg0FHEhEREZEdVFZFtpmNMrPb16xZE3SUbTLs9HPoc/RqnIWZ80yUd55+MuhIIiIiIrIDyqrIds497Zy7qLKyMugo2+xr517AHocvxwtF+fCJLBPHPxN0JBERERHZTmVVZLd0x114ET0Gf4oXTjDtwQ1MmTA+6EgiIiIish1UZDczJ/739+k6YC7ZivZMvvcLpr/1StCRRERERGQbqchuhkb/4Mfstt8sspGdmXjHEuZMfi/oSCIiIiKyDVRkN1On/Pj/0bnPVDKRzrx56xzmTZsUdCQRERERaSAV2c3YGb+4jI57TCId241X//ghC+bMCDqSiIiIiDSAiuxm7sxf/Yqdu75LOtadl697l0VzPwo6koiIiIhshYrsFuDsq66gsssbJON7MP63r/LZwo+DjiQiIiIiW6Aiu4U493dX02Gn10gm+vDsr5+mesOGoCOJiIiIyGaoyG5BzrvhGtpUTCDZ5kD+9YMbg44jIiIiIpuhIruF+fZt1xJPvUUyeiR3/+CyoOOIiIiISD3Kqsg2s1FmdvuaNWuCjtKozrrlh8Q3zmRDeiQPX3NN0HFEREREpI6yKrKdc0875y6qrKwMOkqjatuhkmN/fSyx5DK+XDCI8ff8M+hIIiIiIlKkrIrs1qTHXv0YdH4XQl6KBa9Wavh1ERERkWZERXYLdvDRx7P70GXkKtoy8fZPWLFoYdCRRERERAQV2S3eif/9fSq7vkcq3pOnL3+CdDIZdCQRERGRVk9Fdhk45+oraROeQLLNAO7/3nVBxxERERFp9VRkl4nzbrmKePJtqqPDuOdHvww6joiIiEirpiK7TFREIpx16w+Ib5zJ+uQIHr3u2qAjiYiIiLRaKrLLSNsOlRzzq6OJplexdnbHoOOIiIiItFplVWS3lsFotqTn3vsRcnPJRHvoJkgRERGRgJRVkd1aBqPZmoqdN5KrSPDWU48GHUVERESkVSqrIlvyug3qA8Ci9+cEnERERESkdVKRXYYOP/VMQrkU2ZWxoKOIiIiItEoVQQeQ0mvTrh3R9CIc3YKOIiIiItIq6Ux2uQovJR3tzvo1q4NOIiIiItLqqMguU5FOWbxwlDcffzjoKCIiIiKtjorsMrXHof0BWD5tYcBJRERERFqfsiqy9ZzsTQ476TTC2Y3k1rQNOoqIiIhIq1NWRbaek71JJBohkl6E57oGHUVERESk1SmrIlvqsA24UCLoFCIiIiKtjorsspbFEQk6hIiIiEiroyK7jJllcSEV2SIiIiJNTUV2GXOWw1ORLSIiItLkyqrI1tNF6qjI4IWiTHjgnqCTiIiIiLQqZVVk6+kitR0w5lAqMuv4+KUEc6dMDDqOiIiISKtRVkW21DbkmBPZ9aAFZCs68PotU1m3amXQkURERERaBRXZZe7kS35M251eI5noy6M/uYNcNht0JBEREZGypyK7FTj/D9cRz06gOj6E+354VdBxRERERMpeWRXZuvFx88699ZfEN05lQ24Y0199Oeg4IiIiImWtrIps3fi4efE2bdjjpC5gIaY8/FrQcURERETKWlkV2bJlh510GrHkZ2Sq9wo6ioiIiEhZU5HdSvxn5jQevPivpOK7EbYlQccRERERKWsVQQeQxvfSY/ex4GlHKjGQduHX+OY/fhN0JBEREZGyVlZnsnXj41ctWLSAhWOryUQ60X2v6XzrtqsIh8NBxxIREREpa82+yDazfc3s72b2mJn9z5aW1Y2PtWVzHi9e+UeSbfrSqfMMhp93LutWrmTDmrWk1m8ksyFJNp0hl8mSy3k454KOLCIiIlIWArlcxMzuBE4CVjjn+he1HwfcAoSBfzjnrnfOzQYuNrMQcEcQeVuqJ557HI+jAfh89WDuv2Jmw1d2HuAwB+Bqfr76ulCY1/+6MP3VdofVWc4oXoY67cUdAAdG0fr4rzdN16xnVjTtt9umLZm5wso1y1the4XlCvsyq2kzAzN/vcJvardtWsbyr6nTHvLb6/7UbQ8ZoVCo6HV+OlSYrlkesBAWomafmGEh/HX89pDVzhXalKV4fs06ofx0zfLhwrKhTdOh2utRlA0zLBza9LeFQuC3hwr7zUcHit/jwntJzTLF721+HfvK8aDofc4fl03bqX0M6ywTKjrORfsSERHZHkFdk3038Bfg3kKDmYWB24BjgMXA+2Y21jk3y8y+AfzCX0caaPzyXeifeIzdwjuBczhH/mx1zW8D8u2FOramhga/3TZNU2e6pu41cJtKZFzxFyRWs6wrTNf6YSuv89uuqXpcfcsBFsrn8qsmh18o1dpuqGi9wrKhWsvXymjF6+eXqduW/9MK01bTLdg0HWrAMoXpTX/LtinuhHjbuK5slXO1OoBF/9Jrdezqa7c68za99pfb1HcAc19trzV/U1ut7RQ6KfV0DK1oXnGnob7XNZ0Qv6FWp6SmE1PoLPrzijpG+Q5P0XqhQofG7+gVdezwl6/VKQ0VelSF15vrGFLTUSt0PGs6iaFCJzbfAdzUkQzV2mdxB64mf80fVng/Nh2oWh2yzS0TKuqc1e201dlXrfe1qBO42c7kNnY4C+/5V7I3tMP5lX8PRfsVkQYLpMh2zr1uZr3qNA8B5jnn5gOY2UPAaGCWc24sMNbMngX+1ZRZW6qc53jv0yRdRl7EpaceEHScfGXuPPCym35y2dqvvSx4OfAydV5nIZep/XqzP7WXd7ksnpfxf/LTLpcl5792XpZcLoPzsngu6y+Tq5nnuRw5L4vzcv78XM0yzuXwPK9onRzO88h5OTyXw+VyeH4nxiOE578NngNnhnOQ8zsGnvPnGXjO8m8VoXxJ5/Lr4v92hHDO8AqdG3/aOb9Q9387QjjCOL8j4REGv7PgXH4af7nCtms6Hc5vr0hAvCPOeZgHLt9D87/ocPiB/ONLTWeudhub/jiK28h/M1K3f1CYV9SRM2c1r63wP78DaH7HK78MUGu+XxTWTNdep2Y/xfP897B42vz3ptBavDxF+ynMy+eBQqVjrqgCdpuWya8U8pctqpALGeq2+ftxtum185fxijpp9Xfeanfktt7ZK0yb/1bZNi5Td/tN0eGURlUo7IumN/0zLu5kbCr6N9th2MIymzomRR2HOp2Vup2OLXYcNrdMyOjWt5KqE3qX/r0SoXk9XWR3YFHR68XAUDMbDpwKxIBxm1vZzC4CLgLo2bNn46VsIVZtSLNv1w4c0bdz0FHyzMDCEArR/kTcAAAK8klEQVSTP5RNtFvy1x4Fdqun5zW8I1HTOajbkdhax6Nu52Mz29iW5XN++x5VcMzVQb17QP5bF895eOTvG8i5XK02z/N/uzrzNzPPcx4Of/2iH4cj5+U2O89zXu19F34akMurm6t4235b/fvO1Z/L79A55+H8jp7zHM7LgXPkcvlOIJ7LL+f5f7e/vPM88H8753Fq35M5avej/Da/l1NYzpHvIDvnr7ct811NBzu/rKv5qVm21vyvbiu/DQ8v5/nfwuXnezkPvMK3ch4u5/xph+dvq7D//N+M3wks5CK/D8gvXzM/v09X6BEX5vvfADq/c1mY7yiarslXtK3Ct4SFv7tOm6vpkDq/c1t7u4lBg2g3bLjfPy18E+lv33+7ir+RLNxbU7NMzTeT9S9T+Haz7jKFbW5pO5DvcDuKltlczqLpwt9H0f5r3sfCenVfu9rrbHmZouxFWTz/32bxe5ZJ6ds/aTzNqciu77so55x7FXh1ays7524HbgeoqqpyW1m87HVpH+ORiw8NOoaEQhCKAtGgk7RYZkbYwoSD6yqJiIhss+b0XdxioEfR6+7A0oCyiIiIiIhst+ZUZL8P7GVmvc0sCpwFjA04k4iIiIjINgukyDazB4F3gH5mttjMvuOcywKXAC8As4FHnHPb8Mw5EREREZHmIaini5y9mfZxbOHmRhERERGRlqA5XS4iIiIiIlIWVGSLiIiIiJSYimwRERERkRJTkS0iIiIiUmIqskVERERESkxFtoiIiIhIianIFhEREREpMRXZIiIiIiIlpiJbRERERKTEVGSLiIiIiJSYimwRERERkRJTkS0iIiIiUmIqskVERERESkxFtoiIiIhIiZlzLugMJWdmnwMLA9h1Z+CLAPYrTUfHuLzp+JY/HePypuNb3prj8d3DOdelvhllWWQHxcwmOeeqgs4hjUfHuLzp+JY/HePypuNb3lra8dXlIiIiIiIiJaYiW0RERESkxFRkl9btQQeQRqdjXN50fMufjnF50/Etby3q+OqabBERERGREtOZbBERERGRElORXSJmdpyZfWRm88zsF0HnkdIyswVm9qGZTTWzSUHnkR1nZnea2Qozm1HU1tHMXjSzuf7vnYPMKNtvM8f3SjNb4n+Op5rZCUFmlO1nZj3M7BUzm21mM83sR367PsNlYgvHuMV8jnW5SAmYWRj4D3AMsBh4HzjbOTcr0GBSMma2AKhyzjW353PKdjKzo4D1wL3Ouf5+2++BVc656/3O8s7OuZ8HmVO2z2aO75XAeufcjUFmkx1nZl2Brs65KWbWHpgMnAxcgD7DZWELx3gMLeRzrDPZpTEEmOecm++cSwMPAaMDziQiW+Ccex1YVad5NHCPP30P+f+gSwu0meMrZcI5t8w5N8WfXgfMBnZHn+GysYVj3GKoyC6N3YFFRa8X08L+IchWOWC8mU02s4uCDiONZlfn3DLI/wce2CXgPFJ6l5jZdP9yEl1KUAbMrBcwCHgPfYbLUp1jDC3kc6wiuzSsnjZdh1NeDnfOHQQcD3zf/ypaRFqWvwF9gIHAMuCmYOPIjjKzdsDjwKXOubVB55HSq+cYt5jPsYrs0lgM9Ch63R1YGlAWaQTOuaX+7xXAk+QvEZLys9y/DrBwPeCKgPNICTnnljvncs45D7gDfY5bNDOLkC++HnDOPeE36zNcRuo7xi3pc6wiuzTeB/Yys95mFgXOAsYGnElKxMza+jddYGZtgWOBGVteS1qoscC3/OlvAU8FmEVKrFB8+U5Bn+MWy8wM+Ccw2zn3x6JZ+gyXic0d45b0OdbTRUrEf4TMzUAYuNM597uAI0mJmNme5M9eA1QA/9LxbfnM7EFgONAZWA5cAfwbeAToCXwKnOGc081zLdBmju9w8l8xO2AB8N+F63elZTGzI4A3gA8Bz2/+JflrdvUZLgNbOMZn00I+xyqyRURERERKTJeLiIiIiIiUmIpsEREREZESU5EtIiIiIlJiKrJFREREREpMRbaIiIiISImpyBYRaQAzW1/n9QVm9pft3NZA/7GfhdffMLNf7GhGf1t3m9knZjbVzKaZ2dENWOcCM+u2Hfu61MzOL9rv6f50RzP7wMy+vZX1rzSz/7et+93Mtu40sxVmNqNO+41mNrIU+xAR2RYqskVEmt5AoKbIds6Ndc5dX8Lt/9Q5NxC4FPh7A5a/ANimItvMKoALgX/Vaa8EXgBud87dtS3b3EF3A8fV0/5noCQdGBGRbaEiW0RkB5lZFzN73Mze938O99uHmNnb/lndt82snz8q7NXAmf7Z5jOLz4r7Z4Rv9ZefX3R2OGRmfzWzmWb2jJmNK8zbgneA3Yty/sbPN8PMbre804Eq4AE/T8LMDjaz18xsspm9UGeEtYKRwBTnXLaorR3wHPkBm/62mffqcjP7yMxeAvoVtX/XzzbNfy/bmFl7/6x8xF+mg5ktKLwu5px7HfjKoCPOuYVAJzPbbSvvlYhISanIFhFpmIRfhE41s6nkC+WCW4A/OecGA6cB//Db5wBHOecGAb8BrnXOpf3ph51zA51zD9ezr67AEcBJQOEM96lAL+AA4L+AQxuQ+Tjyo1gW/MU5N9g51x9IACc55x4DJgHn+me/s+TP/p7unDsYuBOob4TTw4HJddr+CLzpnPtTfWHM7GDgLGCQ//cMLpr9hJ9tADAb+I5zbh3wKnCiv8xZwOPOuUwD/vZiU/y8IiJNpiLoACIiLUS1X4QC+euYyZ8BBvgasJ+ZFWZ3MLP2QCVwj5ntRX4I4K+cgd2MfzvnPGCWme3qtx0BPOq3f2Zmr2xh/T+Y2e+BXYBDitpHmNnPgDZAR2Am8HSddfsB/YEX/b8nDNQ3ZHFX8sVwsQnAaDO70Tm3op51jgSedM5tBDCzsUXz+pvZNcBO5M+Iv+C3/wP4GfnOwreB727uj96CFWzj5TAiIjtKRbaIyI4LAYc656qLG83sz8ArzrlTzKwX+bOyDZEq3kyd3w3xU+AJ4IfAPcDBZhYH/gpUOecWmdmVQLyedQ2Y6Zzb2pny6nrWfwh4ExhnZiP8M9F1uc1s727gZOfcNL8DMxzAOfeWmfUys2FA2Dk3w8x6sKlz8Hfn3NauO4/7eUVEmowuFxER2XHjgUsKL8yscMa7EljiT19QtPw6oP027uNN4DT/2uxd8YvQzfHPeN8ChMzs62wqiL8ws3ZA8fXcxXk+ArqY2aH+3xIxs/3r2cVsoG89+70ZeBl40r/+vNjrwCn+dd/tgVFF89oDy/zrrc+ts969wIPAXf4+FvmX2gxsQIENsDcwY6tLiYiUkIpsEZEd90Ogysymm9ks4GK//ffAdWb2FvnLLgpeIX95yVQzO7OB+3gcWEy+WPw/4D1gzZZWcM454BrgZ8651cAdwIfkL714v2jRu4G/+9eah8kX4DeY2TRgKnBYPZt/DjhqM/v9ObAIuM/MQkXtU4CH/W0+DrxRtNqv/b/pRfLXshd7ANiZfKFdLzN7kPyNnv3MbLGZfcdvj5DvDEza3LoiIo3B8v8NFhGR5s7M2jnn1ptZJ2AicLhz7rMA8zxJvoCf28j7OR0Y7Zw7bzvWPQU4yDn369InExHZPF2TLSLScjxjZjsBUeC3QRbYvl+QvwGy0Yps/7r24yl6rvg2qgBuKl0iEZGG0ZlsEREREZES0zXZIiIiIiIlpiJbRERERKTEVGSLiIiIiJSYimwRERERkRJTkS0iIiIiUmIqskVERERESuz/A246RbxkH1c+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(12,8))\n",
    "semilogy(aod0_00.HeatingRate, aod0_00.pressure,\n",
    "     aod0_25.HeatingRate, aod0_25.pressure,\n",
    "     aod0_50.HeatingRate, aod0_50.pressure,\n",
    "     aod0_75.HeatingRate, aod0_75.pressure,\n",
    "     aod1_00.HeatingRate, aod1_00.pressure)\n",
    "gca().invert_yaxis()\n",
    "xlabel('Heating Rate (K day-1)')\n",
    "ylabel('Pressure (mb)')\n",
    "title('Heating Rate')\n",
    "legend(['0.0', '0.25', '0.5', '0.75', '1.0'], loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
